{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xarray as xa\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import geopandas\n",
    "\n",
    "import datashader as ds\n",
    "from datashader.transfer_functions import shade, stack, dynspread, set_background\n",
    "\n",
    "from xrspatial import a_star_search"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load data\n",
    "\n",
    "The road network used in this example notebook can be downloaded from:\n",
    "\n",
    "https://data.austintexas.gov/Locations-and-Maps/Street-Centerline/m5w3-uea6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\mdo\\Anaconda3\\envs\\xarray-spatial\\lib\\site-packages\\pyproj\\crs.py:122: DeprecationWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method.\n",
      "  DeprecationWarning,\n"
     ]
    }
   ],
   "source": [
    "streets = geopandas.read_file('zip://./data/Street_Centerline.zip')\n",
    "streets = streets.to_crs({'init': 'epsg:4326'})\n",
    "\n",
    "xs = []\n",
    "ys = []\n",
    "for s in streets.geometry.values:\n",
    "    try:\n",
    "        coords = s.coords.xy\n",
    "        xs += coords[0].tolist()\n",
    "        ys += coords[1].tolist()\n",
    "        \n",
    "        xs.append(np.nan)\n",
    "        ys.append(np.nan)\n",
    "    except:\n",
    "        continue\n",
    "        \n",
    "street_df = pd.DataFrame(dict(x=xs, y=ys))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-97.683275</td>\n",
       "      <td>30.313282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-97.682387</td>\n",
       "      <td>30.313545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-97.839164</td>\n",
       "      <td>30.520563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-97.839158</td>\n",
       "      <td>30.520697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426181</th>\n",
       "      <td>-97.876848</td>\n",
       "      <td>30.209246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426182</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426183</th>\n",
       "      <td>-97.576633</td>\n",
       "      <td>30.491934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426184</th>\n",
       "      <td>-97.575032</td>\n",
       "      <td>30.491721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426185</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>426186 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                x          y\n",
       "0      -97.683275  30.313282\n",
       "1      -97.682387  30.313545\n",
       "2             NaN        NaN\n",
       "3      -97.839164  30.520563\n",
       "4      -97.839158  30.520697\n",
       "...           ...        ...\n",
       "426181 -97.876848  30.209246\n",
       "426182        NaN        NaN\n",
       "426183 -97.576633  30.491934\n",
       "426184 -97.575032  30.491721\n",
       "426185        NaN        NaN\n",
       "\n",
       "[426186 rows x 2 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "street_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define study area (find range of x and y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((-98.170507844129, -97.36979731249), (29.995950090365, 30.654731756587))"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xmin, ymin, xmax, ymax = (streets.geometry.bounds.minx.min(),\n",
    "                          streets.geometry.bounds.miny.min(),\n",
    "                          streets.geometry.bounds.maxx.max(),\n",
    "                          streets.geometry.bounds.maxy.max())\n",
    "xrange = (xmin, xmax)\n",
    "yrange = (ymin, ymax)\n",
    "xrange, yrange"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/html": [
       "<img style=\"margin: auto; border:1px solid\" src=''/>"
      ],
      "text/plain": [
       "<xarray.Image (y: 600, x: 800)>\n",
       "array([[4278190080, 4278190080, 4278190080, ..., 4278190080, 4278190080,\n",
       "        4278190080],\n",
       "       [4278190080, 4278190080, 4278190080, ..., 4278190080, 4278190080,\n",
       "        4278190080],\n",
       "       [4278190080, 4278190080, 4278190080, ..., 4278190080, 4278190080,\n",
       "        4278190080],\n",
       "       ...,\n",
       "       [4278190080, 4278190080, 4278190080, ..., 4278190080, 4278190080,\n",
       "        4278190080],\n",
       "       [4278190080, 4278190080, 4278190080, ..., 4278190080, 4278190080,\n",
       "        4278190080],\n",
       "       [4278190080, 4278190080, 4278190080, ..., 4278190080, 4278190080,\n",
       "        4278190080]], dtype=uint32)\n",
       "Coordinates:\n",
       "  * x        (x) float64 -98.17 -98.17 -98.17 -98.17 ... -97.37 -97.37 -97.37\n",
       "  * y        (y) float64 30.0 30.0 30.0 30.0 30.0 ... 30.65 30.65 30.65 30.65"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "H, W = 600, 800\n",
    "cvs = ds.Canvas(plot_width=W, plot_height=H,\n",
    "                x_range=xrange, y_range=yrange)\n",
    "\n",
    "street_agg = cvs.line(street_df, x='x', y='y').astype(int)\n",
    "street_shaded = dynspread(shade(street_agg, cmap=['salmon']))\n",
    "\n",
    "# Pick two locations\n",
    "start = (-97.73662282, 30.08214069)\n",
    "goal = (-97.63753489650679, 30.1765660638542)\n",
    "\n",
    "location_df = pd.DataFrame({'x': [start[0], goal[0]], 'y': [start[1], goal[1]]})\n",
    "location_agg = cvs.points(location_df, 'x', 'y')\n",
    "location_shaded = dynspread(shade(location_agg, cmap=['lime']), threshold=1, max_px=5)\n",
    "\n",
    "set_background(stack(street_shaded, location_shaded), 'black')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Shortest path using A* from start location to goal location"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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xRV/ZQGyZ/VBtJio/W5+X3zuZkfnHV57k/Imc8erJA3JiE7FKyHriShN0HdF475l3fI6lq66uNdhrE6tfZH4kHyGEdEIB8sXwtYZzWSk+7t+lMy2vj0SvaI3lep/lQJydyGFCysyks14ni5CfSdjhsI1CxXotrovIebVOrjIiCrHBquOJtSsaq0h+WVbna4ayfbTyKSwIISdAAULIoaCvT3Q7FEiZmqMz/n3/nqlT5kFfLfE+T4LagEbZM6+MdSLbebVT6Qmc7EmN9qqfVad1LStqVyGfccaOlXZHr0VmyrihcCGEdEIBQsgLqTgWlvOUfQVjdAq1kxN5MqDVEdkfvXLk1VdxlLRnQsVFRoR4nxGp5F/tFGrCrPuzJN5JgCVwT3OGd9oTibju9uFJ+a8gr3MSQnwoQL4YbirvxHqVKot8Bz0bZZbRae/1FFQcIKIFtQ/Fe00FfdXJc/yQV9BkGac4OMjreVr6rOC08r5hjerqE6/PtTGkjVl58rHCzm/Da8voVJAQYkMB8uVw0TyX7KsuM+VH5UUnItYrH9ppQkaMIKcwXWinIFVmXgPT2nDXPNXsnmlrT5BYwk+eeGh2PeXwWadjnuhCy7XySycXeT1Qm9vVNnuDCKyAPhf3SELW8I/ruv79tBHkGRi1ORvL6erot6pT4b2uFTmVXhkZ+8byOqPP2ci753BmRYeXfsc87WzPqC0tUWHll9e6+z5LFBGX18Z83qtmsnw517NzFhVE0WnVJ+wTmROhzPPyBISQOjwBIeRQZEQ++zpMti7NcZR/Z16lkb9b+bIO5QoHtOpEIKJj1t4VDg4SRe8q87r8V/hkvZbjfV97Uoh47ZbFemWq+3kyr/hpNrzJsX7i1cVPPSEiZDUUIF8OIzfnsyMSab1OMjovmiCSebRTm/EZNO50qHMUlbcLpD9ku17XM7ZbpxBamuo4Q05xKmV7r8ZVXkfMCt1MeYiw8+ZJJ1J4aGLHs/lEMsKpo54T1hlCPhUKkC9GbkxcbM9npQixHKS7XpnOOuUY02TrflJ8aJ8/mHHOnnbsslH1VSds3mcRxlMN7xREewZt3bLstl5lil6jy/RhRkCPdVnzKOoL9ETDeqVN47Q9YXZdmalHC7QQQvqgAPlyqu8XfyuZqHf3xtXpHKCvYWhpNCfNeu0qiorLNKuiwRksR/m6cvZ57VcRaJ5zbeXJsvo1v5uoDdF282xE2sVzcLNCQisDTW/NHevUQpbXEQTwbN3thFvisrv8G0/gEULWwA+hk+u6eOSMgkZPrTTddsyWb23E1dda0Daobuzdr1ho5WcixqhN1itImX5Eo/gd7FgPZJtYwlbaJLFEiXwG73QDPU1AiYSSJWg7nV5E/HeU1Yk17rqFwIp1hHsnITkoQBS+1Rn/1udGQJwZLXq5ui1n+wyNxqIgEepVUUXUia+Wpb06lG1/z6nORPIrdaO2ac+5GmveeKdQno3oGLb6M4OXT3s9zJtzmbKrZE9okDwzZOfAzInXCrhvElKDr2ApRFHgT11oeOQc472SNOO4V+l0FNGorWeDlk46trvaJ3Lco7yyPZDnHNMh9nj1a/VaNs0w1iXr2CWk0ZM3ZDyO480bA/I5qyCvR2m2IfWeEPnv7vvuV8V2iWRCSC8UIA7R0b6Vjnwemcjs2yNi4xjPOOve60venOl0sqKyul6v0fq86txpbb1z7GhjW9qw28mLxtRoH3KiMKa1xnb2+Swx6wmM+285bpCTmjcHhzrH9pvbgRDyF3wFyyHalMd0krc6n4wm2Xj9bJ1+PP3udEeZCMg8ydZpOcCrHRDkVKk6571TMuS0YVX0GHV+d72OZc0jT1iM1zLjBU1vveYVkRnHyGtlM2ROXGZPv7rWwdnn5itYhJwJBch/yUSypBOhLdS7F6XOxZ4LKYa2Wcu/d7dlZ53InHg6Wr5LjNx1ecJBph/JilfEUeyKJEfOvZZ2JZbzHTnkyH2kHzQy/erlt/YJpL7qWEcEtbw/s590jhW5v3rtlWnLTp46uSTk7fAVrAHvmN+6ntnUVi1OXa8A8Wg7h/Zax+5o8Qoyz5KZM911j/UhUe67fMShkfZ49lk2oFH5KO9o/3hvdpzJ9UKz07NxFTOniFG7RvXKMrL1I1TFY/U1rUq/zewdne0ViWDuWYS8FwqQ/5I5ms7kXxVFtBb8aHGOInlvdZp3EzltT51+VOqW6TXHdCz/TuPZEKVD6RivVmQcfTXHq9/7veIooSdnHWNNCiItqIKcRKwCPZnQxr02fi208Z+1EzltkeMks25nbPHKsPpvZgyN9a7EEsyEkHdCAQKibdTZjSJ7KlIVPd59L4rExRxHOjqj44i+8jBD9VWSCpqj5AkNrW08svZq49V7dvS0Y9YuaYssB2kH7aRG5kVFStbO6N6TpyDXhb2GVVmTkVMwry/GciLxbvUdcgol65b5ELrEx849w7OvckJLCDkDfgbEQYtqa1QXOWTzWLGAVl5zITqWI949VrQ6I/E6cwqiOV2ecPYi5qit8v/Wc3hR3IiMEx0FHdBTIK9smc+zzzv16BAkqFjcuVagpx8d4gg9hZgJGt35kUBW5lTEKhMRq4iD79m2A8+OzLxZAU9kCKnBExAHzUHXFvjZ8ncvWjJKx0UTJ9rktFMQeV/Ll60byTcztqIIrZW+6gSOr9Eg6TQQh3TWvrtsFNSJjJ5f1vnU2rEDZI7JdFXx6ZWZsU+ehFTwbInEpmU/Ij60fFq9T4EGQQgh74InICArnPWnBcCMM0z+wnJIos3Sc2SQ+xm7olcvrNM+9PShaoOWBon2Zuq1ykBOdOQ9NHKNnp5a9sh7Givm70y0vIPZU4ws1piv2DErwrVyvHUDma+RPW9Z86NTDo2oHbugKCKkBk9AHCqLHlLmyJMLFnJ8Tf5C67uZV48iZ2F2bEQOitbv0gmzThFQ2zJOmRXVt2wcy0fLHsvwBIJ3TzvVyr76IudedR5+gsOTFaAIaDmeM7+SaO2tiIbs9ZNAgi3avLfmnvY3IeQseAJiMBt99so8aUFk9CaPdXKgORSntWl0srEqWhgJNQTLSUTtjU4vLGdQOouynaKTJEucIL8/MX68ejttshzKKl0nEGNZ2fI6bdBsQcv2AiKVfejJk6/MKZXW/qvn0MnrPSEnQwFi8C0C5LrWby6fhuckvmUz6o4WIo6zFW2OnAm0XiTdWDb6ylPkHCGvZUV5Zx3ELqIT2q61wpon2degOk9vPRGZLUPm9USp1f+y3MpJUWacS3af1iN2dp7YrxTShJAYvoKlYC1us5svX3X6LO6+tKLiJ+NF5avlWa9sRWk0xyojPu7fkVc2IrLtMI4BWY5mB5JX5kftqOTRsPqgOj4ihzrzGpTsH2S8efcjO8d0yPPP9qXVFtqcQZ6vM5C2OlDVsT9GAp7BNkLOgQIERNv4djgJuzj1dOY0LIdd9u1J7ej17SgKZm1GxUP0mlr2FMVyEBF7EIc2EmueI5txFKVT3iHCIqyoP9qXaBQezRe1VeYkC0k79mlG/Mpyx/Ii8aDZZpXnEbW9d9JyKjMnO0i7nbQuE/LtUIAI0M1Mu/bWxW3cpHic7KM5aTcnCkxEWHa/xoKKkEo50esqmfbPRshvojat2FDtg6rTrOW1ou+WsJ4Z75YYQJ1I7/TIolqfVn82rdbHyIlgl133vS5xs5LMKRch5L1QgAxkjqu1qCfivJ/mpFoOXFdUnDzDbiFZjZZ7+bzytEizVUZURzaCbp2IWCchXiQ+ivZ3vUYSrW3e6ZjM33Va6p1IeKx2SL2xFIGeuml/R8+14wSj42QmKj/bjugJ0tNChXslITn4IfT/MrPpROXJxfSphSojsMb0XFjfQ0V4oOIBHSvZVygq4yuK3FtprfvSJqs85FUqK3+mXTLOpteWXtsg60F2zaiQdRxn2+j+G7WlIvaQ9rYEbRZ0LqHzrbvPq6eUiBh6eo/iGwOE1KEAubBoaocQsTglQr0ibyef8spbhNfekaMZ3bPuI22JOPqyDukoWk5jRgBlxwEqQDS8E4jMc6wSH2O+sf6qY7YjAj6WtyNqnRXis04tIkCiUzOvbSLBErUrurZkhDlK1+md5Im94Fv2I0JW8dWvYFkbTeeC621Edz0rHfyOCFF1Q8uALuaeUHz7BiBfc/GEAvLqTiYqioxBrW7rdRIvv1ZO5Ix5f+9Gmw/jXB6vyd8jJ6/ilI/5Zud79tQHtQ+p577e2a9VZ7dzLamcrlfHgqwPLUPOReveE0SiembcyzW1c94QQny+9gQEWWxOifxX2HU03CFMtM1Dc9Q6Xi84FeQU7rqwV2wywmx2nET5R0cqEuPZaxkbEWfPstui0l9e2iy7XkPJrINoVF6b193CIzO2o3GaxRo/yOkjIlLH61b5mbU5e+Jm5V29p3buyZWTWC3vW/ccQp7mqwTINywaJz1j5BhlIvRROrS80+iwuSLOKlHZig2W85Qpa9UrMVb5lQiyh/UsUZt55Wh2Z0Hze3ZmHN6nI+m3HZIVJ6nZZ60I4EzZyDpqOeTeKUG27ToEiFWfdc86rZSnxFWh/ab9hpCT+BoB8kbnFGXFBtpFJvLdVd+KclfQZSsq9DxWn5I9tcFnRM8Oogj4rOMaUXEYrXSaYzrTjitOQqw6RmbGmides3Vr5aw6HdKoCBAtXzSeVwdbUFFvjVd0TiBpCSE2X/EZkDc5pRLkCF+7fgrVRb67vlNYIRbvZ5aO/mwkv3Ns3WVlyuwQZrNl7HCKx/JnTgujPN4zIFFimd5yTqtt1fl6zchok9WOs0LOuiZt8F7LkjbK3zvmtEXn+O48vfHKr6az+iA7/k7dcwl5C18hQK7r3YtFZPvpz/aEfVVnZmV0a4dY1JwY7W8rn6TL1owj/7SA1BzCLofKiiBnToY6nOUq0jmOouERnvPdiYzKd4sdVPx7AQhN0Ml0XlkelfEr28xqLy/ItKI/Z8c/2n6z96/r/L2ZkCf5eAHytDOzAh4B28z0txfp7UCeVHh2oK9JdLz2slp83CBt2SnSMlFNy7Fb5RhrpxOendK+zGsiVnkZrPJm50d0GtCBbGvrNacM2mtGWv+MdUTri2zLyLHPiL+obq/dozWmIoSe2reQNssIC61/o1fQLFsinmw3Qlbw8QLkut7vpGsLz9ufqRtNlMl284SbtpFojmin44bk86KOSDkRqzc1zcnx0iLpVqFFsLVo9k2l7aWDKeuW17W8HRF8K9I+3o9ssNLOjs1ZQa2VYzm+SLsjdVonHpotGpGg6Dhtum3zbPDs2nXyMkvFvsyzoeJyvNfRdzIffQDydr5CgLwZuUDe18ivaO0SOUdy84hOGLKOXzbiJ+1CN8RoA7TueTag6S0qbdVNpv2l+NDK6Tpt0uyJhLN8Dcd6rk5BEK07mmirjFlP9Gl573rQMez9PXsiEj2/fC75f2/cRXjjxBoHUXlewMsL6ozIwAPybOjzZ9oJFYJVgeCJzVXrWVRP1/pNyGo+/luw3n5sSeER0+U4eGgO0q6TA3n9tkG7jhI5EdErGQhRG+048ciID4uMA285s9l5rEWeLecjG/GV9VjpolOSbmZOl6Lnkg50dn55oOtIJG6ta5pw7VoHTgMZb9ac0voBWau9EwqrbyIbZTprPnWspYjQfLsfRD4TnoC8AC4cPjPH/NFGp92Xkc5V/WNFIlc6GV5k/rYJeW5vU/fq6iTrmHtR8Wp0tjpGohOBzImBlifLznFXcdKzEWurP1Y+p3daEF3z7IpEpAV6kiT7JhrLFYf/vl49KYlOn7JYp1Pec1mnIV7gABUxs2lOZUcQipwLBcjDnBKZ+LaFABEeYxovytnddrLe0S5pTwXL2ctGHyNHcbfgGKn0ibT9959/TTuks888vsYyi3eS4tU9/j3rnFuRajmetfuSTKQ7ewKFEgkgy3nNtKPXTjMiW6tDK/uUPeq67EDBdcVt4a0JXl5P1CAiuBKM8fabLCf1n4bXp+Sz+XgBwsGM8/a26nDK0Siclb8LLcItnWK5oXobFhINzTjtUQTzybGUsQGJqmcdAeS1j65ysmPVisbuBmnbztMITfh0PHfWxi6HspJOa/OxTTTBmamvSrX9EIFsBZM0EPGKnrB4YjrDrj54gnHMnbIukb389rQB38zpkYk3MduOiPAYBcAqLCdJbkS3HZbDrJWLkH22u93GtnnDmPb6Wz5DdvPf4SxYp0+ZfLv7KnI2quJ/LCdjR6e4qTivmk2VurPlWRH7cS7LNNo1z6aqSEKwTiajUzJZhvZ7lH/HfPl2v6Dj5Jm8g48/AVnFriPDrmiqx7cteDML26oNSXNUPKdG20BRB0GrB3ndIhs5RG1YMfaiMpFj/xkRsms+Ia+AWOkqNqInFhUhi+Sz6tcEuixfi0rL691iEz157BJeXvtYdVhtoM3NTqcQFWS79lrUpuh1KdnWyBiJbPqm/Xnkm5/9G/j4b8HqRm5wM5s5OrlWHUl+0lFnpS2RjRpxIDrILLTahmyNy/ua5UxY0WDrFGXFGFwh4q6r3jeIg23dWxEwsBzE2Uh+d/t4ZWYcZaQ+JEI6tg8q5rPzUPa7Z4vlSGeeQ7s+3tOeBRkfmflu1VWpA82r5e8UQ4ht3vOuOFUb65qZqyfu79n9+ubEZyF1eAIC4E0CK5KWLRPN84TD+yQrFqAoWmVFi1cuhhXxIf/WxuWdJtq8I0fq5PHiRXavC3vFwkrjnTDIPDtOKyUVZ3DWPsSpjdoKjcZb9WVOe9AIc6XvkNMn1I4bVNTIPJ59UboK3adFFTJtJNNn82plXddfr6cha4gVIBqx1l+r/k9GrmufFDQlFCB/oxrpzixk2QkkF8tTHcEVx+SoI5xpe20ziNJl6liN9+yyDxCnRHtW76QEIesAd0X4skJEa7vM2HpiM0Rs9pixNXKCRgdhhtk1DhUfcm1d0Y/SSdWua3ahQRAtr1a/LLtC5qTGc7Q7BHJlvxn3T2usVtvHClDJejrFz7c5412nQuQcKECufY5E1ZG782gL2kmTcHZRRZmtA9kIV0eRnwBpt66FHRVKWlqU7MZuOdCeU58ZayudWKvNtKAE0gYdrz8gbRPVEwUBorwyHXKaIdfP6noSnVRoJzl3/ZYNco2Xz+KdyGl1dok5rR6rbEt8IIGfqM77flUkaPZnx7H33GjQKjvmeBLwd75RgH0iX/0ZkB0DGNkkvLxIBE8jytf9zN1tmXUSonq1qJznOFTbdidWxG38W6aNNnGtHzPjBXEyOtpPK6fLscyUsSMqFzmBmj3V+ZIJblh93dnHY/mIcEXWIUu0zNqZsQ3pn2iOWvVE9lWFZGYv8+pE7H8qAKSNDVmvJ3qzIGO7Oj5PPiXotG3GxyLP8rUnIDvVsxbhyjjMXrlW3lNPSVDQCBWy8MuolHaSZKVH63uqja2o6n1tjJxGaM81s6la96onINGYltHhWRGSEaE7NvvotMayLzM/Ms8wziMZXe4gEtTVeWg59Z12Z+9Z692siNbqRNfVsf5KEAItu5Jmxf6trZ+jPeOYs9JqAZ6xvb3neuM+XaF7rawGIsjzfOUJyJORATSa2R0dmD2+jsof6+ikKwKdiT4idVnlZ/JU8RZX1I5Muqrj0eWwzJapza3sGIiE58y8qkaEZWADKV9jdoxac6v7pKs6vrL1VPLeZPsBjaRHUXnUvggrwh/VE60n3mlONTii1TOD1f6zgQxJJiDZNS7Hup9mp/9FIXI2FCCHsNKR31H2yiPxEdTpRqNsGWGSfcbZcdZlj2aH9twdkeFMdHU1mvMaRSBRR6PL2fbGN2Ij6jCudN5l+Z0Ok8WKIEqHEIucdORkSouWewGEqqCObPDq065n6qkId7m2dAreaA5FpxedoEG1CGvcPO37PGEDhciZfK0AuTlpQK6YmJ3PutupRCI4s44kAhppllT7E61r5tQFFXaZiDxa/675t9JRyDhhWp4xLzpeUcHsRdE7TkwiG1G6+qcr+j1TPjLXM2lWtU0kxKNIPCKiImFQfbZMOZVg0Z3Pm2OzfbOyb0dWrd0dPCmCqkKdrOErBcjNaap4lQCpOtBaWRqnnX6goE5kdEwe2ZN19qIovVeWtWki9Wv1em3eLWhXRLXvcquOHeLoR45R1CerRHTkgETRUTTqbZ0yWfVm7bXoEsEZZk4JkbEyQ1b4o3uDNi4qotmzNZofnpBaIUSsvB1zsmteR3tH5dk/XYCgPC3SvoWv/RD6df21GKx0hBBWRWrHiZ6NeEXsbiOrvlVO5Wz5I7siylZdMw6SVX5H/68cQ7JspB8jZ6mzH1GnDx2LFcc4Givjc3vPXr032/9e20XCGrVD5qmOgTtf5bTMGyvZwEh2HFq2oRH2ygnJnS8b8NHabGa9WuUXzIiQ0QbveU/lDeLjBhnfb3mWU/lqAXJd+oK8U5CgUcdKuRorI3DdoM+fdRA9p8Jq/9kNLIqmac4e6oRodaAbr2w7NKr5Nqriw0s7K+y8kxnNyZuNoKOiW7ufqevp6KF8npn1HG3vrhMVrY+j/kGFplbufT86FUNPHBDBYZ3EaPktkRzVra1rFZHVzW0HOqcq7X3nOxXkROxkLH/NSkNsvvoVLJRVqh2JIlXrzdjcEWE7hc5NI4r0RXUjpwmeMKkIU88BQE83vHreNh5uPEd/TKMRnYx4eS3QvkX7BMlr1YtEpMc8qENqOVmz4+eUCGT1NAOJrMp84/1soEHrM6/eO401ZywbLfuz5Ui7LRuzZXn3xzRanRU7LNs6yvBs8fraYte6Hu151/W8897RFm8XWbugAHmQaJGYmQjZvNXN7RTQyP3sRobWn4mMy//L+1r5Wl1RhHwmWo/eP5VuYVopv+p8RI58JFhl+hE0sp0FFcnomETL3ok1PyvzBxHIVj1RAEne0/rcE9lVAZIpCzkJQurwyszm18rSREpm7nSlRcSpd13ytADZbYfHChtOeK4ToQDZjNxAVp2CVCP30QJ26kTKbkxaP1hp0borGwZqo2dL5PxYAscqa4UgfppOx3+8ly3fc/oqTpjmGFm/W2SdKA3Udq3uMf9bIodasOAmO8e8UyXv9KRyYqLd3wUSub+JxHa2zpGu57bEp7cfoPMs01Z3upl5smveoXvQajui+ilA9vD1nwFZRceJQtUpQJxIaYsXTUMdmafIthGyYWQjs7K9LNu8DWW8Z6XT6sxuVlk0u04fExFdojNb51i3NjaQur3+jiLs8pr2u1aflX+278d++IRNGu0/GRSQfaGtx2jAKmtPFct+JE20Rsp82nN7a7fXTsi+atmr9Y28L5/DejYPZD52I/sEaaMM2fXtzvMpfML61g0FyCIsJ2PHAESi3dEiJvN/0sSRTs99bbwXOWxe2V59Y5pos9LqRQWt5Ywg4yK6hmxOp2E5ecj8tOZK1hHoTCvHr8U41tDx64nfzDqQSf+m8RQ5w5lyxv+PZY3Xvai659gjdc84s94YlM/giW1tTdNEqRc4ktejdkD2P+3aWD7iKGt9mxU/CN37c0cQ5o0+w6p1SPqDb2ybFVCAgFTU65ODTFug5WIunW75+01lg0N4ajKimy8aUbQES5RX26Q9B1gThVHdljMz0+aWMHvLomoFB64rF6Wb3aysuSYdm0gUaQ7amN+rP6pnvBeNNc8x9njLuLmueHwg40dzqj2haAWDxv5A1jGrDJRMn6Lt4NV1p8mM62r/ZPcCK3Albe8+rVh1+lFhpn93gQSYxrQr16LKnPt0fnvagG8l47RWI853lCba0JAy7t93kNnkuuuRThTqjI55rc0KsddKg55CWA7M+P+sI2H9yDJPBx3LlX7KjJNMPZV2lX2klYmemkW2jHXd5SKR4TfS4aB4YmL8Gy3HWhfQOZ890crQ0ffIGoxGlsc2qbTFuHaMe6s311YF77QxVGWV4y3Xg2wdnXadtj990ro4AwUIQMaBnKkj6zCgjFFvJFqu2YRuAqhYGtNk81rlVPGikWMaz3G37svFV3tGuVAjIkQrV0sn/54RsrK8N4mPKpXxfOMJjplInHT4rfrHumRa6YxZ5WjX0TH0SeNihZMmxxYalIqI1iprrHr7wurIcGf50V5qXdNONbRytX3RE97Iui5FjYd22jLLzB58OmN7ac/YNe+yNhG+gmXiLd4dg2fmZGOmvkzkMxONk+kjZyty5tF27j7WtOqUTpq3WVvOGuosVhfEbH9l8UTIW5D9sXqez+I5GpUTC+uZLadUi9hHokUr+4S2XA3iPMr0I1qgS+4T6Lojr419oKWN8kZ1WURprTGUGV9jPdY6jYh6WXe0Vlh9ggQjkHLkfurdnwGx/41YYz5qV7IPCpAAKwrSKUJ24dlsRTrR5+yIumdFWbUPNJHgRcY8GxHBUrHPKyOyXbMN3Yirtr4Rz+m27s+WH93TnH0Ebb55ke5xjFgOpizHigyP1zSn74kIYydZ2zPpx7ZF+jAb+R77IhpzVuBE1peZF0ja2XnmjctM/dYeZrUdKvClkPGCAJZzTKe5xqeIqU+F/w6IARIp7VgEVpWbqV9b3FC7MhtidjHIbvpdoM+PbNKZ0xwJEpVGHNlZPmXDq4yRriBBNHcyJx3emMo4jmiEOTOGK6cyJ1MZ+16ebGRfQ4vOj+XLa5oNXl6rTlk+Om6y96w6vTSSKDDjzROtHK3fqoIHWbutPhptWsWK8rvn0Uz9Xtvu4FP20w4oQP6LdTw38mmDxnvmaBEc088415nNIFNuBkRwVE48Vix0TwnWbOT1RLoirZXyLGfFO4HwykLvV21G6tDQnglx3E6l6jhdl9/nYzqNjIOfFSCjHVb+qN5Meq+caA5oYylaVz1xHtWlkQlGZucyylj+6vnTXcfT4kMr70kRQAHyF3wF6/Kj1drCIjeRNw4ma6O62yAbScsyGwXssAN1jLxTIaT8TlBhmCU6SenaSJ9iJlrbWT8SlY3s8MajFS3NRqK7ovPe/ZPXzRU2ZvaK6KQBcZqRurT1X9qg1dtJNP6suZEVH+P9StDLe3arvyLxhLblrjnT4c+8YX4/xVv9xVX89rQBpxANCumYX9f1y6J435fpTsV65kyEq2My/f5T/+rOruiSrF/2Y+QcjuNjdf+vOB6X5VsC8Q3jWlIRHzIIobW5dT2yxXK4MmVF4sOKiiMnIp5Tev9tOVmWHd6JyP279bObuy+q8wzNh6SLREDFkUa522A2COHZpLWzthZHZXpjZZxb1dMs+btnB1JWhNYmb3JcNX8pi7b/ZvN2rCEnrEmfCk9ABJ7jNd7T/pZlSLTIgHQ8dipkr64nFruZzaFSl+xD7b52zeprWdbqSFC3s2HhzYU3Ez1z1N9jOi2/VedYprWGZOzOOElWBNiz3frbmj+3s4Q4D6dFSzvHdofQlETiLqpfux/Z0+HAjVhi3lo3keeIRE7W3uxJlawLnWeIqDtlbmTpCk525UN8tNVlkb9DAZJgXBgR0eE5J5EI8crtYHyGSh0dUYCZzRhdvG+sqG0UmZX3tDKtCLG1Gc30qXyGmfaLsJ7vTcj+tZzCKK+8FrWJF/lH6vaQ65CsSxPC1vqygoy4OWlsrRjrnvjrWnc9QeoFwywxrJWlnSBUx5HWzsg6PLNHon2b3Ves/GgZXn0zdlQ4ca33gitZW1FBu7usb4YfQv8v0UIwppP3rJMNeV/DclalXSupbIgddq12oCOsdtYcheoGaeV9itMizivx5vJM9LHi/NxpV2xY3hir1jcj7it1PU33OmutF11CUGtza/2J7EPL18rLPINlc+RYWs+SFRWW3dk1wcMLOCJ+gLTHKrObrvG/0y9Ag2iVslGy5Z0o8p6EJyADXiTUExqRGvaiXp7C9+roHMTa4uhNlC7hsGIiohuIdWphpRvvyyiXt7GuWHAqZWb69xPIzCUJcroxjoUon3Ua0uHwjOVmnZxdAuN0Vp18zDj52tjQxp02tqJ6ozng2a6diKDjWLuvPZ/WH9VATtaZtdq7A28dsMTp6eLjyXWhS6RUofiYhwLkwo+srfTjwLKc+bFsLX3kyFp/o892wkTpXFSrG6hm09gX4/Xx/6Pg0MqwbOxaAKsCAhG+JI83Vqz7s3N5xqmVdkXrTMWhtaLKEU9uzDvq9urQAkueyJDjKuqnSEhk741pZvp8TH/nyQSOZDAoU69VbrTGZuae1WfynrcneoHLLjrG/5MnChHc987mKwWItvne160J4J1AeCJkXKjlZiEdX82RsWxHFia5OHecaFQWiErkKluudw3JK23UHLL7uldm5JhqVNqkox13RtlOAHXgK+WOaM6U5+CjRGVqNkViBB2jiG1v2+xXiw9UYHrrtOWYa+my4yESyZH9s+uHt9da67Pm4K8Msnj7tJY2U3fkd2ji6pPX6icDEeQZvk6AaBMZcS5vtCPTKFJiOQ5WFEleR+tB7B7Lk3QvciuER2RjJqoshaH2911nFMHMkO1DSzCj+Tra6hPYtcFZc7ej3LEsa53xTurQsTcr1rLPu9v5OK2+cQ8a+9ESBJb40PptvKc57mM6aVMVtKxMEMk7HfLsiPah7PqendPIPhjN2UhAVpidA28TDG+z9xv42g+hdwxGb0O3FikvymHVYeVH86KbAdIemXZbJWhWO85oFLDSDpmyIgcxU692b3RMPg2k7SyhX6kLmZdaoAElE5nuKsNyZj1Wipoudo55xGG02hg9lUAdYmsfkOKlIpoRRx8tMzNOvD0OXVOj+pAx7wk/ryy0vb3AQWYsd677nfNox5yc3cdlWdl8n7rXzvDVAuS6eqIIN7NOYSVdV10ZZ7qy4M2ibZbjdY/KhhZd98rwkLZ7DnCHAMkIm09aHC2HLQoYaOVkRX623VFmRMt4bbSl6mxqzEbMuwMWGk+cfNxk2y061fDqyQY6ugWxN66QdS4al9o8rgTnrLI0O5GyECrzxxMgUdlSdHTuyW8RIF75lb39KT/o0/haAXJd/RH6TL2ZxbFqJzLoVwqiVSJKW1A1kAUH3Xi9iBsaAffuVxzCauRmzP/JYqQr2m71uVZGtNFVTy+yWPVY41RzvLyIbkYsR3Za5awYg084ArNtFs3Tynpm2eM541GEHz0FGOuOnGlP5MhnyIwdT4BU9rgslZMQa/3JtstpAuRJ8ZEpA6EayPpWvlqAXNf6Dc+rE4kSaQvTTPQ7myaTrivfmP+6/FcSPNDnny3Li05mxCZKdRPxnjeKsL198eyY57MnJqggyo7zqEzEKUT6HxX+VfsQgTfLKsGNCLjxfkY0ZMvL5J+9d9/XxoUVjdfKsOrR6vUcajTKH43xLDNBrTt/RoB46TL1ztDl2K/eW3Y6/5k+efue2sHXC5CbVRseUudYbyV6bpX7FgHiRaPua9nFNvvslWi55ohlnSjLmdMcPmnn7EaJlPPEvOikw/6MQ2A5MZ1Oe0Tk+GnpMnOt8zk8Qbyr72ZFiRcokX9HzzqLtx6Ntmj5ZDqvjTSHf6zfqzcSnVkqYyUSjJkx1yXEozIzaRBBOkOXU79aHJxy8hDNCY03iLtZvu5bsCxQAbCqTnQB7RIVq6lG/rVoWlaIVNrIKxt10EdbUVuiSPpd3v13ZcygdY51Z9Kfzqz9FQdF9g0iMmepOH0yb+S4aGN81k6NsY7smtYxB+/nrK4lUV3oaYYnYrRx4/WNN9a8saGJDKtOq2xNmMgyrbbx2qxzDlliaHZ9rTialpit2DAbtFrFDvFxAtUAx6n91glPQAQdnV7dMDsUb6ac6gbbWbYG4gxZoM5NNR2yCY+2ZJwhy0FF8s6QPRU5ndVtZjmIWlQ4iiKv3CQjQWKRFfzdeCcFHt39jqynmXXOcu4RMicbnScMyBjQ6kPHOpIXtSXb5+h+mU0n02b6OIMlSrV0UZoss+Jh58nH0478U0HhU4LRHhQgBjODthJBnhksnQuLVnZG0NxUxIe2yWactqydWfEVOUVRWyHtU4mWzfCp4mO1WLM2N23ji6LWGWfFivhqgseyT6tXez4ppDIObHbuImVFon+X2BzvoWu7VcZYTkfbRE5wNBa1si27NdutNkIDNGMZFSFSCfyh+TJCsio2V9hv7WO7AqyryqiUv1uMrN6PvHrfsI9TgBh0RA0yeVeeNFSoiInq4nnn9SI6KxbvzHNZm3YlKpcRKkh5M+xw4nawa2OxIsuoA3hfnz1ZQMtAI9iajfc1TVDJ9DN2oHPoSbEctQ2ST+Yf01TaNCJbJrruWvcyQZWM+EGwRGrEzN5VGZfWOLKY3Xu9Nqn6NrM+x1PiQ0t383Tw9pPqzsDPgARYm2/EOLhXqeAVgywrmm46IiJIHZVInle+hxcxls9rCQ2tj2YXb8vWCrMi+wR2LraW02AJEw3vBMOqs+r8I+m8edQxPlARZEXLTxDJSL8i+eWacJeFtk90fUbcRkEWVHjI+ai1XSS6kLVdEx071oLRJmvMonkjork386wV32ZWIJ8iPq7LPiEk+6AAAalEZK7rVyFy8gCvREuqEadKGq0tLScf2SQRrM1XbjxafaN9mg1enSjahp5hh1BeweroVYSMgmf7wXOy5VpTiZBH6a31abynpa2chswEB6rzdhfZcZh1QMd6qhH3qniy1ldvL5TPZgVx5LqY7VdtXZbr7VjfCrqE3yrQtQgVIt7877Snykz53f13uq93CnwFywBxaq8rd0SameBVG6tYZUWL7Gw0P+tYaVQdby+ftWlGC/AJ0dosb7D5RBtnnLsbb05pTn4UIEDqiub5WGd0f3beWhFk65lPEMnWPpARe110CzTZJ9YpQ7Y8+ftoOyJANVvQ/SO7ziN0BHxkvdVn8OqZtTFae6L227luz/hD3evKkwLkTeKHAkShGsW8LnsSept/tl5Z/+xgizaU2cXP25gr97psRPoCWUAtR/HpKD1Kd/93coLDqYHM1cxpReSkaeWhAZLMOEScaK9ebc5bz4A47YhNT5B1vGTajuBLpo20seONFytgtjLKH419T5ij5WhU15jqfi2J5lPFoUR9DiS/ZaeWZ0y3M3jQ5XR32PiUAHiLvzFCAaJQOenoKm+3w7VqkbAceElWaERljfVb90b7LBBHCRUc3eOpG1Qwjmky5XlprLJPPPG4Lnx+aE6c185e4EKmlXhpUBE91unVIe2SebyItZXeEl8oT232lfXDEiBVMRKtTZ5dVlld4mNV33rjD8mvlYemncmXEdKzzuRM/lkHOmqXN5w2VNuPJx85+BkQgTU5oiiflkfibeJW2TsHVPeJCrLhZCNzmbLGvAhjn1h9M9Yh+9Cq5w2LgiagOhwjy5kZ01nlz0aIO9Bs9xyG8Xm95/aeqfN5PSGkofXbaNPvP/9y56j8HRFAs/18ssD39pHqOjdrj1X+OG7vdNoaV7Fvtm8rgmo1mb0aCWh5dVRtewLUD3rCx0GpBGW7BUCmvDeKj+uiALmuCxMS46SxFhNroKILjrXYrxhYVjS2WlfXZhq1bbXcTqRdSJTudGR7Ws4nUg46/qvlPUFmE4qud45da/5a9Xlr3bi2WeLTigx640eL9CPPkqXiNFTIjkmvbyyhV7Gl4tSiexna79aabaXxbETGXVQGmk4TWyhIEEXWY/1tlbOLnevtjO9RGQ9Vojmwsl5U3J6wR1agAPkvmQ7UxIjnhM44X2M53XSID882ea8qRqSds+V4aazyZUTX2yye3ECqIGMhOw6rG6o1bp5eZDvFuZam2uaIA2OtQ5Ft0lnybEMCOQjRmhGJLu+UJgOytkX949kog1laOtROrQwUyxHW0lnXMmtztC96Y+7p4JOHNX/He1YgMyrnk0FEq5Ynk74Db096ykd7s/i4Ln4G5Lqu/FHXSLToZKPHY76uwR05zLMDeCZiuXIBiZxYr25tot/Xvf49xVnOIB0C2Uaeo6VFUBHxkHVen1hoMxGvjnE8E8TwourWtapNsr4x3Yo1DI3GW+krdY3la88RCXULxHFC1ihrfbJsskDHVXV/rBCNa2QsZ/t+1bqdCSCsqD/DU87s7Nh9us122tAV5DkFnoA4eIMr2pgrG74WFesQH5pts3Q4OLvEx/23bFtpc/QMnmN3yiZSIXpuLzqlOQVRpL0yn3bTVW/FWdLayitHO5nQ0nQ4v5YYiCL7M3h2WxsycjpRqTOK0GvlWGuwtfaMabICx0JrC2Qtu6+jdYzlaGT2iWisWeV1BetmQcvSTkWeCLY8uW9lA3jaevaU/TvrXX3ispuvPwGJOjJzYtAVDY+iPJkNQYtmdzEjQryoLhrlisqP8DYuzQbkROXNi4LlpHiL3s4+2tm2SJS9GomNHKaxbM8Rztoy5kPWlmok3xtDGdA+0PKgpyVaeVoea75r5Xo2IFjixKpb2h2NuWwfI1SfUa4tmYBQVH6Wbkd2Zu3auZc8uW9ZdWfWMi3Pp7fd232NGwqQiY7MONudZaOOW5cjYJXRHZ3OnEAgaVEs5y6KsqwSeFG5nRE/pO67jujeaE933zwlPqy6MxFeJPIc3ZsVehmneFb8a+Vl0caW1U7RfJ3pzzFPVKdll1XH7LyRQhURIN5YmAmcVcetJ7CzoqkiOkc6HVhvrXzCnqieNznRSL4d+8bb2u1E+ArWBNGCtzo6HLFqEmacr45y0ftV0Ej2nz9//6aUVY6/ZY/mKHSLTJnXchDGvyMnaradTlpsK07Byg0DcfQ0Eek51F1RaK3+Svpx7o14z+7V1bEuIm1SWc88gYCecGj9qrWhtZZpa132OcbykbEp7a2UpZVxSlTcEsmeTasCfSNvc2ZXBn2zdlB8zMMTkGSHWk6fxQmDpdO+lYuhhSX0Ioek0q/W6QMa1a62p+VUZJys1YJTi7ZKe7oXyB2RLK2+m9XOTOZkwkM6rl5E2XPyrPxo3agtVt1aOm0eeJHzqFwrfaXtvbmQLTeaz1afWg5tJHC8ujN2e2TGNXrKUdnPMlFzrxyEqK6qYO6wTZaLrAsrmN0nnrB5rPspv44C5IOwOjNyQqI83iL55ODxBm9m8e0UIZGzlClnJDNRvYU4u1lksRbSyMFHnIsVm8sT47pjs8pG3zWeEkEIVUdvps5ZIhERjTVEBGec/1mnt5o/gzfHR1tGvCBKZn2YEcuZoMVsW1sg7YSU4zF7aoTuvbNiygqk7ljjOut5o3h6W70r+dpXsO6Bm4ksj3/LNOMC6y20pw2ibHQl2hyyG62WPhO56yQ6VVlpgxbJRBbXMY82TrXyP52ZPrKiyafSsa5oYzv6e9beu155XTqkmWeaEQpevui5KxFvi+iEYlwTsuLKG9vo+Mn2x1h+ZJeVTpZXHYfaWjlzYlLN4wWJIru0NuhI+5b1TqLNi5Uge3OHkF3NkydII195AjK7WV9XPJGRAbq7871I2Hjfynf/vorINitdtGlHIP2xus+sRUtuTlGEd8cGo9mxktkTjIqNJ0S5rL6XeA6cNW60Or0IuUXl5ABZS6LxFdmKiJGO50XXRc++zHqGOvIj2XaM0lXEqDaGMwIEEchZon6sCBAk78y4R+pF+lu2+a61bnVdO/Zpa3/W0nTZs2L/vn+/rjn7ZsqgACnkva65o95MWZ1URdFK0aGhRefkfWmvt7kjIFHMyGmYIRIVWgTzrVGrLMhzIpHT7jpXY421+9qYJroW1WHll3UiawHiKHvP5tnubZ6eSPNsleWOdUXPFW3kMwLOs9ezUbuPBsy0cpCxJ+8jYiESH1mBUgEV9mg5499aOd3rlLQhKssa5zsDSTv8ns69eSyzKuRnnrm7f6K1rjruK3ZSgCTzjSBlII5ttswqli3IJrWaSlTtznddPRtJZlysWLRRhyojPk5wpDvILP4js47J06BOdeT87A4ijPVb4zqyC3W2ETGTsXesLxMUQGzusi2qA3EKOtsNLccSn5GotGwf01aI5tfMGhvtSd1iCqHT+eyqd2edT5dXeebO58gE87Jjv2Lnaz4DcsJgqqp3b+OUG94qxyfjwOygwzHybB77qqtNrShXx6KkOT73NW+z0myQaU9xpmfJPkcU2e2qZyWjHVmBbTl7s2kje0YsZzPbxlr01IuyV7HmtCzf+l271i2MojT3PuJhRaMjZ9Rrf4RIRMqyvbE9y9gG8v8yTaXs8f/W/ZHVa471LCv2NIRIvM/QHXDp2hPQedZdb6aszFowa9urTkC6B+rOyYbWu9L5saIQqCLuJrsxV52OzOaILgYVx9Yr9y7Di15HDthoY3ZD7wBpvxkbovxdIttaeHdEChGbNJCIqjd+rXK6HHsEzQm0nKOMjZV1Ah3LURkVOxD7tDoy+0m0fiGR8tlnsQTpjnmmPUtFDKH7NTI+n1ybtfTX1Sv0dtbZWd6KvtHGW8U3q9RXzX9d2Mlkpp7XnICMnBShrODZvmMxulldj7d4W1E6b2OTzgniBHTiRf06F09rYbIcMMmJ4qOadqTL0fSQtkVjcReR0406mnc6z7nU0ltpPFGMgmxqM/WhNnnri7RLq1sTMLKPdhIFI2TaETRSWu1vrQ/HsekJ0Q60Ory0t33y74517DTxcV29J4po3ZFDXq13x/43wxvsXGXj605AZie/VlYXJylWq8yRSkTEw1q0MhFrdENYESVD2nxVvRqWGPUiq4iT3kU0H6Modke92j2NDnF00gaBjkPLCZVlRCAOdwbPyUTWEG9sZZl1Rr11zCsz2w9WhDQTjcz2eVTmSlFltc+K9d56LkQQZ+qTeXYEMqp1eH2NBEpn18tZfwVZMyrlzLK63bL1dZaVDUS+8gTkuvaeFGQ4yUnRmLUr4/zfaa301ibtbZr3vacWkdX9Kse1tgnLTUGLskYO4wxoVHe1A2HViUR4NXsqwuYpkDbUIvna33d5miCQZWgR60pwwsprjRVtXa3sAVadSBmeWJJ/W22vtWmFmTUNET6eyIjWJ6R+b6x5a9693s2uIWgZWjrPKffQ7p8qPqxy0LHb4QfJ+a2ND1R4y3zymsYT4mO0aXWwbhWZOl97AjJeu658J63qmC5na9Xgv9GcfrQtd0SkukGeLVt/NRIWlactvJFjLNNaTmYX0RiIor6zdXfM9+w4Pj24MOIJ0RvLAbSI0szc92yxHAfNOcnYk0UTPJn208oby4jSjSDzXLM1Cu5YzxfZNNPOlQDACgHi9W1UVpddnXQ6sJ4QWFHvWLdXvlZXZn/wbO32R6rlneLjZtsV8bVecwKCqtqsA7liwahEhbQyVts3Mi40Ub2rFtmVizf6bBZoX3ZEJmWdlkM2/n3X6zlmnQ6053B1On2rkZFVeV1L+za8yN/4TJ5D6wUvbpCo6Dg+5VyxRLQmssd747jP2JPBK18+U5QvW69EW2MixxkRfjMOhjfGpE2V9kCe5QmqomU1GcHg4c3TKN8MUSBD/l4VgVYbrQyGZvFsHP9eyar2OPIExIvUdEUpVzXoKarZKuu68E3glAnYCRpl8yIvEmtz7Gg/NFKnOXZo9LJq11hWJQKNREiq96M81u/335F9b6DihCDR+G4HMJprSJ3WfMjaETnqVafaCiJknutOj4xVaz56ePsuYp9Xp+wTS6whVPNlQeaMtQ49vYYg+0amrOvCnqXLX3lKAKzqt1V+3Pi3vPa0H+rNjfv68QKkqkyjgfRtAgRxGEfe7nx5RItzxpnQHB+tjMrk1erV6hr/jiKxK8bSTBkaqHNSXRRlmTMBj9PJPgciXi0nEp0/WpmW3ZWyK3ahIsib37JdkPGl2evZVo1sI3Ml02/eGojm0+4hVMRVBSQg1RUQ7QQJsq0QIm8XH6vq3ukTrhhvM8I1EsFHCJBKdCtbdpcDg9S3oszrqg8q6ZyOZXpkhJ7M9+QiEmE575m8kXOyQ9yiDpHF6mhYpkyrTSXe9Uq91bxvYjbyKUEcZitSj6TN1I2Mm6jsaDO3mFlLMwILmfOII5wRKlEAQ9tTLPtlGdY9FEsAZ8tB67HKze4bVjmdZPu5sw4KkD1l7hS+s7ZHflG7AKksMBVRUVmwpB1vGGyzZSOb84xDl4lInuToWRsomjdL17NLBwGJjnZs+jvJOnSzUb1T26GLWWfjphLEGMk4Ldo4r9SH5skGW9BAgGeLJSQ8x3elALHEBCI0UBEiqazBnX2K1hVFcmfL6yIjQCQzPhXFx54yOwPw3XVVbGj/ELq1mVSctk40x6yb1ZPHcjwtW6xrYzld0WSLDgV+l3OKI41E51csZGO5qHOVOUU4hUgUoyI6Qov2fqoY6VibvLEk/+/lH+3Q5kw0z9Eoe2atzDrU0bNKe7Rn1Bz8yvqxyvGzni/aR6wgiFbeGwMAMzav9kMyY2im7qrg1Dhh/f1E8XFde/xexAZrjGz5FqwnFxjZaSucr52dG9mfiQ5pG0l1gCN1Z+vwHBZtI8+UPTsOMpHKLiobuOa0vW3TR2ydicKhkd03MxOtjdJknRFtTc7kHfMha0SEZj8igqK60XXJc/JlnV6eTJkZxjZBAiDaGuXV370ede7xo4BcEZhbKURm7qPMtou1fuxcdz9VfIxoa0i0Ju0YI6/5Gl7JzECVkZvZCYTagdYVnUog0cZM+Suj4bedM5uCtfHO2t21UWnO1HX1R3Y050sTPuN9y2F7MiKCEEVfvTwzczHjDL+Jjg0lEhpZISH7S/Z5xsm2RA0CYq92OnDn9cZp5Hxb5Xv2oUEI2V9aGnRcROuJljaD5ogiTnSn0EJ4W/BmB517yQkR+08nauOdY/yVAkQu/l1Rz2w5s/msvNZGIe9VTjuidChR5NPboLPtpkUTT3cQu+2znDvN8dLafFa0nkDFKak6XZ+08VU39aojGdUv01rRfk0wI3VXgzyjDWjwIKrLmodoGZYt3po6K8KtMrV7ml2ZtrXKRNpk9zq2or5uh3tnm8yeXnjjb5cQ+YbTD4sdbRzZ/koBgpJx0Mf0mQ0sM9nu/yOKU0YINRtRh1Km6ziNyGzS2n1kA7GeWbPhCYdxtGfGScnWeV3xqZAVTX6z+EBBI79aeq/ut4uSbvGpjTFtXULaL7sWeET1zUbnZ/BsQ6L5WsBhvOeJOq+cqM4K2vr8tkCSZNUaYLVPhrFPs+vbitMLpO4nyrz5NvFhlZVZWzvqGznia3hnQKI43ScU1TKjBT8SJt7fWQctE4WL7OzIV3EwOyZnVxm3XV4EuBPp7I12aHUj7Xuig93h/HtjHS1fa++3oj1zVqhZkX2tzOr8t/JmAykZR9dzmmfXvUqAC7E3m9fqqwzRmuPtoZEIQQJ0kc0rHMtVZUd1zp4oRKK38jxoPm/+WjZ59XWtv28QH51lZsvpGO9InR99AnJd+Ui9TFON2ETRLBnFmlWfM7atiAB3PE9HORrdm4k8mZH3VhFNcCtSeucd7932n+ZczzqBMo819qPysxH9k1ntWI9tXA0saHXe96vBH0s0yd+te5n5obVtxu4omJEdi94cmFljUTvHukZHEgn2ybxo3V1442IlmXnqjU2tL2YDOmh+axxUn21n+z/Nk/txl2CM+PgTkM56blCHXUtrRQWRSF8UwbA2Wg80Klnd9K2/vbo8To1+jGXfrB6XSCQ4E43U7p9CR5+hzk7kjMq0b8eLLlptVnEgMw5U1unrDFQg61Rkx+pIaPS8UZtFDmEE0tfeeIrmn2cL8jxWugozznMnVn2VtXEm+LDieRGfycqz69mjMk8tr7us66qLYcnHn4B4VJW8l08KAk0g3OVZUfOxTmRDqG6+yLPvcKJlm3iRyY76VoKOk1mQKDMSfX2DA93tXFai2TLtG9qtg0yUOVrLNLzTDhnlj+yUaRFhng3eWHZZa1ans6qVgQpG7TnG9Pfzo20w5pG/a+Va9ns2Zeh0UGUZaBTfs6WDzrFk9dtTZAOvY55scLhbQH6L+LiueAxm63u9AIkGqYW2QKL1ofm8CGGmA1c7zZIVEQKvnxAR0oF02lcuvE8v6lXhdsqG1I02xry0N5/YFhLpVM+sh5ojijrCiKiOHEKrPK/PK8/unUh468zMmqY9tyw/G7RCnH5rz4vWaM0WZL+22nW8hgbPZgJBmXosW1fQLURW7PczZNuzOr+6hchprNzLu9ru9a9gXVf9CLIjGnVd+qsJUV2ZqEnUyZmoXSSgugZtthzLsegWH54ofBtWZBpdFNBI5y68MTO70CHz0ouWfzrenLDGmZbGWgszY9LL462byByXwY0xDbJmacGRaB5qdOxXiIPm5UHGvlfWmC/qdyt/BDL2kDK623vl3omyIvI+UnXsT4jga30VlVXZY77p9COq67ryc/MjBMh11Rze6+o5ns2ICa1uTwygZVrlWqxeQE+JpFt98wnOZuQ0ZqK5spwnNtO7/mg+dDkgnpPxpnHQhffs0RpnOfQWntBERAs6r1cEg7KOu0dmjs4KAFmnnPfWfmbZi4qwmaABYgdaVodjaY3JJ/a7FXVa868SQOi0Zbac68rNNSQ9xcd8fb8tsOUxMpsB4qQjZYyDdSwTjS7PbmBWmXJzGQeHtnh2D9hoI1vJ/TyeY3H/frfNiv5YibRzfOb73phG3rfaaMVYiJB2yms3WQcimof3GM0GEE6he6ze80Bru3G+oHVHa04Vb8216vTmhXw2r97ZsTHTDl5aL6Aif7I2evVobSfHSPYZx75aGeH30p2+BuywcVwPxnp3sGJty6SN/BeKjx5e/xmQm4rD2+Eky4ixFYkar2n5vTRVe7QyrYH5lgHr4UVFO6Jfp4A6f4gQ1vLtxpqHGSekKiJkO81GbXezQjxZEX7NGUEi5po4WCV0M3NjzDNzEpHZRzoCXtLZ18aANncyAsYTmta89NYcpI3leBrFjRaNz6CNQ0+0ZcrZzSoR4D2TJ/SR/FmqezfZz0wffYwAua668+DlQcuz6rYiuZ5zJcuqRISsjUmyMqIR9cfMwI2cHqsuzaFCI6AnoDlyVjoLb2ysiDwitqHj1Spjxl5tnmXJjsc3IJ2+qM21PozGU2W8jfV488ESSNF1r15Zh1eelTda/yXaM0YiRF7P7GEImX3oxrNFa0O5VmfrtmyJ7DjZ6dUEVEY8W+lRUeEFi1a1mTUO0Lwz48Xy6TqftbO83WN3tr6PegWrwqwzlylflldZxCt4z/X7D3Ys31n/6Mx0tK38v+dca8+7UoR1EjkiFt7z7hIeUX9rUc/7+vgjy1g1fpExMdplidiV7bmzLllPtm7LQdbEnxQ7njAcxZE2LlCxm1mPNGcYHS/SvizafhUJH1RYjHMwioSjeGuNLDfbhitA2ssKGq5GEwMyOICOBU2oR/WN12aCNRlumy3bPTqc8Z3P+jY62vejTkBmsCawFcHRHDZNMWc7yVsYqhuWFjWplletv7Ne2VfeAirt0P4+Ndo14kVOtWe784z/l4xjY3SkO6Mx3t9en2nPuSu6EwlZ75r1zCvadNemaI07eU1b+7Lly/LG+944rtRpPYN2Lcof1RXtHVm0uY3sPRm7rXotu+UapeWRaw3CrM1emd79qJ92rUcR2fbpaM9dgSuv3ifqHP/uoPM53iiSPuZbsG6qHWqpfUk0GMdFuBIt0jaQmWe6bXyTs50hivggTuSpeAJKXoucRJnvvtclTKP5Y41ryza0ji6Q+Vyle8OSZa8KKniiV7MHWT9HkLXUqzcab9b41uyIRIc3p2bHhyx/JAqueGuA/B1JK+2J8mk2Ic+HiDy0rCyVoGBmbK5gt9jJBoCe8C+y68NsXSuESJedq+xD6puBJyAO1qaDdPCs+NDqneVNzncVbbPtwto0Z8Whdd+L0o7/v0HssCKUsvwZEaK1u1WnZ9duLPGh3bNY7SjIdlpdH1pXNpqdyW+NC+t6tC5LZ1pb263ytLnSMW49J1e759nujREv+BAFOcZrYz4JMpe9Mrz8u8XHbL43g4qPMe1OIaLNgZmArYUsr+tZV+13q/uis30/8gTkumoCwMuHRnfQzkGdx9nOHp3CNy6gUTshG11HG6Ab6ky5UdRR27Qj0aCJAs+h8spCnsVzWKTtGpEjumIMW87fbJ+umm+rnDO03igiL6/dZKOnyDiy5oQV/bfmgje/tPno2TlL5JxbdWfEguXkW8+JjGmvT7xnQJ7Dy4sys65p9e/aU5/au+WcyNiwQ4jMrDmZOqIyKs/qBRi7bezsi+6x+HEnINVIapTPcg4zWAtZZFeVMYIm68+UX7F7FZajoDH209PiI3KQxjSa4LDGnOc8W06HFdGR6bLt5QkdrWytTXZutt7CPGPD6ghUZiysrtcTvsi1zP3IFq/MyAHX5oCWHxUfM/uQV642d8dr2tzN2oGuE5bt1TrvfDN7rMXs3Hhq3zshcFjdC+688lon1ry9mVmD0efOPqs1r1a11er9aIaPEyCzaIt3FHXSrkdpdxA5kugGntlYqs5rxr6so1Kpd7cTfBM5l5HT7olNbQHyNvqqA4A4Kl7E84RNt4OVC78lOnfjnQxY10a8SGBGYMj6PAFeKc8KEljldjjP3jxB65sRdVHfRmVZ9WeiylqZJ9Apjk6mU7g9EYnf6XzPPmslf6Z/ZoXOij2Gr2AF+b0N0st/c9KiqRENKuR+RLYNvDKtjc1zLir1I5FOdBPVnBUrUmlFZj1nB3GsUGdiZ5Qku6B1L4C7gwMr23Z3v8m65NiNgh6RAz9e99J688WLhlr30fJmxHm0Tml7TnddaP3Shtl9FSnD6+tq3TPzIhpLq0Dn1Or6T2PGruopRRXPn6zk77ZxhdDJ8JEnIB2K3Vu4I5Fx4qStYA06axKvEl+IGOioF3neu/xMJNUSHx7ydMOKXmTKGe3pcKaeoHshfCJC1vkMT/SdNe68+ePN4cwzVNJKwWGdZow2IuOiOp89e6P9J1NnJN5kuTKvvDfanx2/SHppm+a8Zes+1YmOGO2ejVzP1v9JdAtrtL7ZeTMrZNDyNRtXjoWPFCAdDeZF2sc6ZhyAt07yyHmdjTZp11YrdOmUIGmz9zXHB7FD24wy9iDsjrQ9LXosUZltg4ro7mzr2TVoBmuujiAbZsaBl2WipxVSXKDBBpneEi2ecPD6WJYdiYXsvqOVHYHsfSucN6udJZmo7Swn7dG7necT6ewPa5yv6PPZdRoJjM+gja0d4+pjXsHqdoStsjsV4wmLWyZqGZVz0yVALKdD+3um3mjsjJti16bntXl0QhFFK6Px6l2PbMxi9U9mfK3YbLsWWRm1zkaoKgImW073OoOMcW3D1eZwZr54Y8kqX7PZExLVwFLGQfDm5AoHAxV4I9H80Pqwe4xF+1KHSKnYEN2b5am9V5b3tG+isWItW7lWrix3dT/tGAcfcwKyUiFam6lVF+qs3nR2dMeiWZ0sqyaY/F3+vWrByJSNtBniNFn3tXTe+IvSRPk0Gywy0ViUlaJDXusQIVYdUflWBHy8P2tTtFZpdlv2RTaNzxs5vlXx4eW1xI1m85gGaR9EVEV47SgDEFofVkRKt/gY760QImOfZGzQ7s1g7eMrfIyx7KztndFrTeBF5e0SLCvFgfZ3576zwu7OIGxUxyo+5gRkZNWEiBbbjJrODJpqRATZWJDnQOrS6svam6XTcZytK4q6WuVVnAzUCdEivbJ+7RmiMse00fNatlrlrNzMso5YtXzptFbyRtet/DeR0+RF/j3nMrJFWwPHPCudN08syWdBHaqM05+Zt56NXpkVARIx68CumsNWP2Wvd9uw0hHuDrZk+zHyV7y2WC1Euts9srcrOLXaiZf13bzB9o85AblZ2WjeRoxO3ozDn9k0pZ1jfst+rS5pW6a+LFmnHcmfzdvF3baI6LCua9HYatvKvkYdqchRvMsZnxdx5k4gEkMr6/DQ+knalhnr1nway9JstNaLSgAk47RpbYZe08oa/6+NV4TZfvTuo4GBse07AxOIfRlk23Y5pKhIvP+uBtEiGzQn+3Q6RQHallZQrYPudkeeyfLXTmY2mDDm3fHMH3kCshIr0jgrIrwFtGswRFFQyxatjKwomrHV21h3iQ+kHsQ5sjZO+X9ZXiTSkCiqt6BmHDMtvef0es+M1DVL59jJ1JmZz16bIM6EJTRQcZ+NfHpYz7cDrc09xxgJCFliocPWqH2jddBzODLrkVVmlmjud4Kuj7N1R+Olg9UOHzLOsvcQm7sFUJe4qQRVsvXucuIRO66r7zSsEwoQA2SzRjZ41Kn06lzp5KPOzHj9jZEBSdaRiKJxnmOOOgKeEImciiiqGjkaqJMVCR15z7PLeobVzopV7/j36jo1G2RedNPPPJt13yozGvdZ23eAOOCRAETnUHQvYx8SwPKeI7NnIfZW50G0Bq5w3hG6hNVsWVb5O/ZSJACFBjxWO/BeXTP+x2xbZ4IGI0/7Smib7RROFCAOVnTsvoZE1jQQZ3aHgx8NtO7o2AlUnKCKSEPKiRwa+X/EzqrTG0XAMmVWHOJd4yrTjjMOWLSJZ4MXcm1Bx5wsy7rn2aYROWSIo4PaWhXFXlt5AsSaF14fRbZaTjgi5DNzChFKM+tEloxjW5lzlnOaGe9oHatEyE6Hb6zzuvLriRYUq9Qry/PSV4Ig1fIyIPNMS/+0D9UpLGehAHFAInmeE4dObGtSrx4Mp0yIlUQOBEK0oIzprPuWo+I5GzMOAyJgKgIka4tmj3d/JRW7Z+qKNuvM+Lnve0ERD9Qhq9qqYeXxnH0EL/hjpR/rQITfeM+aq55d1rWMYIlstIJV1XUuYkaQy3I6HDRrLiDjF63HCyZ07J9PiA+k/khEV8VHNlAxMxZQG7rpFk2ryMyfVXzch9C7QCNOWdFQceBQ51DWE1GxxeOkidX5bFo5GWdJ+33ML9tNc9TQuv78+eOXfJXxptkjnwMtN+sgrxg/iIBE883UORKVK9vZi8R6jpJMV7XXKsfKI8f7XX7kdEf9EjncsvyoPG/sZcaMt06Mc1OrX6a17JP3ZwIs3eu/hrY/anvnOLY9pzQS9RZaWZky0PGasekE8YEQ9Qtal5bPG/uV/u0SNCvpFLAdVMdvBxQgDqiQiDZWLY+2SSIbOxqJRBbxKG2FUxbU1VFBrVyrb638ViR0dPyrYmqVYxE5e/c1LX3W4ei0Gdn80HwI2lyvOjtofmsd6hZalqONrJfWmEeIhIIU3Fb/arZK8a6l9+YrUqf2zLI+VNxFNqGgZXTNTU1Uy3q9fc+bqxk7ESfQGidWWdI+zxbZf7v3Tcv3QHyOFXQ55ZGgeWqv0ZgVsJ3sCEZo/La9xg8DFSnZ/NGmdP945VpCw4rEZQbgXcb48wRe3Z5TUa3Lqke7Fm1A9/9HwaE5amjbImMtsitbbuQQeLZ0isSqHXf9WrvMjhnNSfX6Vo7V0SZvPYhsRYVLFDyxfo/WlYpNWaz1zAvEaE6tnH/aPJV5suPYmu+WGNCueQ6zHMtRW1vPJcvO4q270sZq+bLMLGOfecIwU54WBIjSn7CPjv+39olKm2Sd8o61QZtb2vUTkGPmCbu6fKQs/AzIJNrmIxdWSwhko00dStmqD7VDs6FjI/Dq0UAcppn7VlqrL2V67Z41Lqx+9SKTSBtHjmVkT/S3x+go7YjyeW2Vqbt7LGfariIMvXGB1u2NOe26zIu0GSJyLLw6snPYe6asQ+ytm2h7Wc+m7RHRuhKVO6a9WSUYEYfGWgOt+qK9p2uuSjtm6rD2f2+PX+0IzgR+PAFs1fWEY4vW37nedz7rjj1zrOupPqIAmSDjtHsLP+qkZcRKBCIktDo0O1fZ1YHmRKOOB7rJeQ6EZQsiMr2yPJBnHtNJm7w2mHEiV9KxkawQ0la5XYt+tG5Ea4/MmxHaEch4kukRx70iFO60SFtkAheeWOieR1LUZ8tAgyfIPhCBOH7oGjja1Tl3PLoCBRkBsssRtOaRN37Ha53jYDUVe69rjeCu0CmwrfKf7B8KkAmsiJq10GsboRfpisrNprHyyPrHa1Z6i2zEqFtwWPZUHWdZ1kgmKotE+ryNQeZFnidyepB6rHwZx28HqEhEnCLZFl1CYeUGlYlIjulRB2lFYCArkKPrXllWuV75kbMfzSetTmvPsOxExA2a36PSZlF5VQGC2rZrfZl1ApH1ZKf4iPboyrx88pksZuqvrKurBUJVHKHlPwE/hF5E6zhvwv75o7+PLO9l6xzLidLc973r0WCMNr/KxoI4yrMOUJejYpU3W86dJhpTlhgZy4s2mGwfZyKllqh5ikjUWde05595llXtMK4faB2eUNZYIUhk+2oOtrdWWc+KBAWsdWe8JtNqaxO6RmXbW3sWzYmNxIssyxsfHWuspGv+SxGIBHpWMFN291qY3ee1/cXzS7QyorLHeyes+x3rdSZwtRpkvcpwwv7ME5ACyAaYHbBRmZmIbGZjsvJFUcI7DRKdQttkhkj8zZQTLcxapDGKqHr1e+xc4CsOlfWsJ9gbpYnE2wkLtkd27fGisRZIW84QBR8ywYrMvLPKn7W/o0yr3Ci9Vmd1Dc6Oe28sZueR7GspRMY0FVuRumfL7WwPaddNNDettSyzL3l7bBT42skKwXddeWE/W+cqf+CUvYwCpJHMYEAis9HGO2tDNm92A41ESJcDo0VPx7qiehCBYd3TbMjYUVm0dy4e1jNYjlbkIOy0OyO20Wj2fb+Tjk0bdTQtZwMVJWiUtBNLyFbqjgIEWr3IePBEa1RPVB5yT5t72pjOODQz4xINqGl1a0Rth+6PWbod6q51MTMetfKjQIS3ziN1fpL4kGVfV7xedtWFlp31PU8QH9fFV7BaqDiQGtomkRUDMwMru9FGZd1Yk2NHZDAjPpBy0KgR4qjLv9G+y6ZfRcYxzEZwO20br13X3/vOEq8yz030DNn5gfajt8ZYIhG5rtmrtcuKwIGFtMuzUbuPjDXEyZfthdqntZs3Fr2ykbaQZaJ/azZrZVrPZ5WbER+ZcY0w9t3T66NGl6Pu7Z3IfInWn8zefJr4WMkqoSvJjt+sXbsDghYUIE1kO9Jyhm68AVhdqKN0M4vNEwuQtsGO7Wk5wtf1d3ujyZ5J6+XV7KouBJnIVAZpr+UQWf29W2hoWKLIc+SssaQFBKI+Q8aS57Rq18d7qO2RE4E40RrVwAE6NiwHXGtXzwHznGdPUCECDcGbI9Z9WXfUD9Z4ytgjy5oJFI32IPuMN1e8OejZs2IN6tzTuuzLllERZV5byzH69NpvrXkr/JGnHXcLJLBxku18BauBbMd6k1kbKJFzgkZQrQVCE0CVZ5BleulRZwIp34sYWmm19kbq9Jwjzw4vrbSxC2sRRp2DMR/a3x1jdZbqhlhxrNF21WzMjr0xr3VPq8PKp9URzZ1MeVmyUdeKDVnhXnVyEbEYjVOrP9BrI14wZkzjXbPGrCWe0Doson3Qq6/ibEf1d1OxUesDbyxaaVGHNLPPd7R5FWRPO8nx9ljRjpk+3wkFSBPZyVzdwLQ0iF1e+sh2a2Oq2mHlyzi/aPtkHIjZMit1jvWuBO2vWYcrKnf3s45Yzt/9tyeaxgV8Rz8iDpz1u5YeEelPRi8rwsZyplZHZCtrNxJYQoMj2UASOlajOeCV55Ub1WGly9ahCeSZObk6SFQRY9Ke7F6EjEPNRqSeE8XHmOYGHftPsNKOp3wPj3+epojeyj0JvSjhOOG9CWHdy/SVtshUB3e0AFWib0idVSrR0ar4kNekUzimeXIBqNbj2Y4i22fGnkxdN1pdGefUmzdPOLm3PUi0F7Wv4uBk01qOtTX3ovnmlZEdX5mosizfW8vlvmCt/Zr4sPDGBZLOwlu3O8Z4Zf95KmqLCK9d9iD9jY7fKDijifdobbDSneJTWj4Zsn7u5NvEx3X99wQkUocop3Tkk3jRN2uR8KKcskyk7rH86H6l7ErEA1mcKhsmEqEZ69P6JxM1jfol40SdOFeqjgbqMK169oqTgq574xhDHc9ZoufJbPZZIY5GC5FyvU3emn+WzdE8tebmzPN79cu6rDJQ59Bbz7qFbiaIhdqAzCEEbyyg46lSr1fOTLqZ/DPrMSLQvTWtg9V73Mxe8oSwtaj4U5m99KRnHfnndemR+YqhJztWu/AikRnkRoTmX9X2UUTE4n4OuSBqi2N1kx3HHBox1X732nssw3IUPMdNzo3T5kjFSas4Md0b3Aga0cpGN60Agecsz4DMeWm75bR5zzGmG+9H/SrTzTy/nEteWdacvf8eryHlZanYORLltcZtdV3sFi1RXRrZ/QsVH/f/tXSRk92FN9fQ/Cv6J5rH1rxdYQvS9pYYX81s/3UxIz6Q/Cf75OZnQKqd8nRnnoAW7fIiElF0dUzv1TcTCcg6k9kJM4JGLxE84YFen42San1ppT91XkTPH/WZVd6O50UEhQSZc1Zabz53UN0wLHu8trDGZmVTjNBsmonEerYjedDyvTzSBjQYopUT2R6VFQlMq04kT2SfVXc18ObVhZBdr2R9nfMPybO6L+701hzPtnVFPHnj0wr4VcrMcIJzntkrZ/v8NMIPoc8uIt+KF8m5iZwYuflZkzQT+fUmemYxyiywyMZr2XSnsQQDuhCi0V/E0fDuZRbZU+he7LOL5Axd6xPSf5KVEdZqVAtZdyTac3jOilWnV7ZMZ611SJme3Vb+ivBA6pZ1RqIFcYzRfJ4toz1emVa+KC3yDJV5eZdV7b8Z5zxKkyHrVKJ9uEt8oPtdlq5xogWQKjztq2pjHgnsSboCALuBvgWLIqSGtYhmJg8qGpD03vXMpjjriGrlZATFjACxFmJL4Ix/V6KUIzuESNVxkmkqkVNZHup8VulsT6u/kfn6xFoXOQ1VJ0HOE0ukew62Z5+8p7WtNxczto9E83tMg7Yjuh5Y48iaJ9F9yw75vBUB6z2P1X9a3pn5UHVuJZpTF+2F2r0qaJnW+M86omgdcv5mhH8ksCPQoIZH17r/tI9q+VzRuJFr00n7Uhb4a3izin7k9EbowpvQ2QVGluttrpoNd/ne4maVFdmH2h85sdYmX3U6rLItW5BFuCpGLCdnzNM5L2adAs8hG6mID62sVZtHxWZZnrVZe47eCgcmw6zTFo1rb/wi81yb7+g8HfNE96y+iua/VUdXObIsRHxYYxBxUJB5is4f7Rm0dup2eKqOLmJLtF9045UfiU6tHElF4Nz5IrGN7HlWOd587BSpVSHzlG+aCSTc91Axfd97g9+d/ndAKur8DQ0xi+d4zUaJMorYyueBLIrZBcTaPJAICrrQec+B1hE9i+U0IQu3vDc7DixQ+6MyRhBH1CtjleBCxjriAEZlZ/JnHIgdRILAyxM5fNW56ZVTcTIje6zxZznx0d8jlfUWmQ+e2M04nqjzjTxXtK5V1okMVfGhXUfKXz1vtXEV7bVIGVH6TLAAvY/ur5FNFSJRlc2/iuq61snJ/nf5HyLMTJSTG6CT7qiQpngzky4rFj2R4TkoVeFjUXEuZX6vrZA6x3yWQ4LagdTh3ZfprLqsPOizeeM1irZIW7qd8kjcyLolmbqjeeelHa8/HV2L5qUXVauACvHxb0+IZG3yAh5Ze2W6m2h+oGVY5aLiQdqfcWA1O9C9Aq0n6xBGdaL9lBVqXlmrmV07UB8s2gez4gcdI/I6+TszAs7jyb0ny9S/hJ51cKO0bye7oCPlaPei8p+KRnlRR5QZJ3wso0uAaHXPRlCR8pHrVbJOF2JDtLF5eSOijbpLCKL1jve88jr7LetYzoznnSDOUYf4r9iFrhkzds8KB3lNXkfLQvJlBIhVR1SPtm7P9jmyZnW0JYonxO/73QLkdAHQ3c6z86Gr/SPbLGb2yjf52FMC5Kay4X0qM4tXNhLuCRQrrRfxRMqT5Y5UoqidUXEvGtghQKy6ZTmzAnAmqpkpOxMBnBmbM/Z7edE+kGOjYx2qOmAz7aKlzzhcUZnoeIjSZaPV2fpHu61+1ebgbBRd2uGNqZn6I6xxUFlnZsdKZ4BtZlxVBEQmqNLps7xFFFxXvyP+hIPcsc7OlinzRlTn1dt86392FKKpeC/dJzPjyKJ5ow177AtPjKB2oX07pl3dz7J8aW9nHdaza885Kz7GPCvbMOPszTJTXkYUj/e9e7vXIc85ym52WvoV4wUd20j037p//z8SklZ5UgBYQZWxDs+2rCjX7Lfmf/eaJK/tdjxm5lBFxGTXq472GO3sClpovyM2ZMpH15WO/Jkx8JSDnAk6rRYf5O+0nIDcIJ3MztuDJmxk23sRVS86FUUbrete2gxopCwTOc9EylBnphPE6c6eTljP0dUfK6KG4+9dTt1MJKuj7bJiyjuNmImcIU6eta7ItNUTAK/+KH+mDq3fvL9l3ptKVD6qIxu1rzjHVQd1xd6NtruGtk9lovFaGV3pxzx3Pm++dqyjXet49uQD2XNP8Pui9bJjn83aIPmW04/rahYgN15jdEQSCI61qFT7YWaz0OiOsshyo+e37LAiqlo9XY68h9dfiGiUZIRnZYPuWhCzwhfFO1HI2BaNsyh/lB4RGDNrarYNO4VfhUzAAy3vumxxnqnXmv/VQIwXIBrLya471TG/w8mZ7cOVzno0RjzbMrZUy7jLQUWBV39WBKM2PY0WhB3ZETzvCMJqZZ7SxhlaXsGSeFHopzewb0MuRrLtswN3LC8bbcws3DMg4tdyHCKRprWfLMOzoYrnKHl1ac92992Yz+sbZIyM+br612prjWz0W+br6C+rTyK7UAHp2ZqNWFZBHGwLKwKcGS+WIK2Wi4wxb5548x+1VdYfrV9WeYjjebqjoj3DCf6Ct77NBG0ydWeFlieAZdlaHquOu09mAh9PoD3Tk+OrW8ycPrc1lpyAjKCOHVmPFVGbiQDfWIuat5lGG2TVqYicP8Rxshx3z4ad47kSPR/TI+LKylu1J8Jz4KQdmXvIuOmcA5kNLeNsWvPFKwdJlxVulbGTKc8at5nrq4mcu6xNyP6IrDteBHzWQXnCwYnWhNlni/aqylqftWXF+PXG08zYvPO/7fRjVpR3PUdnkPKUtp1hyQnIiKWW395wb0Rzqmf6YXSMrOiCBhoRXgG6CGsROC/y/KQThKbVTj6uC7c9iopliSKJ2vXxGTS7kWuzjrNn3/i3J4QyjlOUJiM+OoQiEmmP8munAdHJgMwb5dHSzyL3M7Re2faRI2I5kNr4sdbg2X46AbnHyHsrQAJTs3tY1faM429d0/ZtdO69kVnxUUlr4QWTvpHlAuTGcoB2LSrkP2jOUXebR8IDqc9zRpHFP3sykKkrchhWgy5gkROEIMdL17jJOoVy88w499Ymu3pjjeba2KaaiImEg7WWVoV/hJXfcqyjcrwTDWTsVsWHJQAytlvlIbYj7WhhBfQ8tDnzxn3WCzp0R6fHOj07qsGD6lzMrP1RfYj4qNafTbuaWfHRKea7xuopbTvD8lewrgs/UkYiQ6QXa/FB2j4jJjv61drUrTotu2T6aBxaZZ8WGYr6YyTjxMk6tOtVMk6ovK/hOevItQqI4PXGmSYqPNHiOePo+Nf6NdveUZR+BiTiXR0j2Xqt+5rQ1dJrNt+/y3JkHimiZRlWPlmnVq6Xxyojk6cDbW6h635UrkWng50VIMj4m6Ui3LNj5w0O8oyNT/qpb2hblG0CxFuIrfSnOXifTrTha+kzjleHozfaNuvoRM6b5VR5z/TEmLWcmhlxqdUxk98qz3OqMg6eNzY0R1/WM7sZRfNgtFWz13sGdFzK8qy6orXXAlkPdiLbqFq/JfiQ8pCgmnbfc+iiueaJEQ20v5ExHKXrBHHeEQGu5fNAg29I2qwA6bCtQrR+Zss63WfrtHH33HhD+6IsfwVrZlPKLLKkh0qkw0ozKz6sjfbPH/0VnKgs7xpq/1i3Nz53jdnbliiaOj5rpk+y7TyL5lBmnApPLFr5xjbsEldjObcN3niTz41EKZHrUrx55XZFXqtiYBRH2fyoWEDEGxroQMaorM+LLmfEVGYOew4lKoROIiveEJFupZthhfhYFeCKgiPEJuszzfBpvvC2b8G6QUSFFw0l6/Ac/qoImbFlBm/hRyM8lQi0jDCvXJA058ZLV2Gl3bL8jJ2IY2iN5Si9Z3c1Iu0JucjxQ9soE42PxvZ9L+OMRHkzEejoObOCQ7t3Y9mZrccKWET1SyLRj4gebf+0bNTSyWdDbe8is+dbASALZJ1E+wftA882uXZUgw8rqAT6TvfVVtqIit1q2ae3bZZt34I1E1XJboSkThQV1Nq+GvGMiBy5bHRJi0rfebqeQYs0r4hcWRH8EXQze2phi8YSumZI5yraNKVzhkab79+j4EjUnp6g0Jxfr19lH3tpI7Gspc+IM/m3Vb6W3iurSqUOra9RMWTNca0MdIx460lV0HnBkRXreJbqelQRHTJNZi3oAhWcT5ANapzum+2wMRswQHhD21b4bUcl2oKXbcw7z7j4nrBYfipWn+1sd885G//W7BnHiJduTG+NS23RvdNpzpX8u1t8WHaMP3e98ppk98IWCVn5uyU4PVEw5kUieFH7RPnR+7IeyymVY8vLp41b63msjRFxKirzfizfyosKNa3cDqL6Eac2mlveGLbWOK0cWafW55n2jITHEw5PZj2K1vaqn2GVt4qxT601Kxpru5D7zJt8sRV7nbcP3TzhO72FbV/De119k0dbOJ+emG8mE/VZ4VQjk9KK8lobj4wQRxuVVYblhEinwHImdoxL7XmtdJLb7p3zx7JDa3NPTMjyvGix5nxnnjnbPlH5mo3afcshsvJIp1SbK9oc9uxF5ifquEXzD5nbqE0IUVBirNf6G2lz+feYTpaDzufxPhJc8Z4PzffkPhuNB29dyRC1OUq27jc6p5qgPtEXW2VXZqxUfadT27SDrQJkBSscYmIjI67VRRPZ3KIINrKxRhFsVDR4YkSWv2vB0Jz1yJGVRBv4E0T91zXXpeixsASRh5fOs9+KlktbImEhnwsZI5qo9mzxbEfwns/6HZ1/yP2M82DN/0jwR+PXGusZUROtaR6aPZo4GsvuXCfkGEXmVxQwWgW6B4w2oeWi5Z20TkuivjvV7lkqAve64rX+TvOp7XZdHyBAbihEaiARQM/p64gWjc5FtGlHG6RWNkrkLGptsHqDttCczZmF/4TIpuXkj39HojNy1m4yQsIqG3XUtPFiOVFjGqsuz07LcY3m2AyISMw6xV6eTD9Y4yHbBlY53pjVfrfEgzWPtbZE2jQS157YrLZRBmuOZoVHVH51XfPaLmqX7JqC5EHsOgUrqBUJ51Wc2l7ovvDJbPl3QLLMDphTB9yJVKOWkbOI1OktTlbZmWhj1p4oj7apPznWKk7dCVhOItrfngCR95FxaaVB+jlTLyKetHsyMm2J9MguLW80f70oHTovZTlWGg3Umas4y0i7WrZ6QkKrw6s/c32sw+u7aNxrY1FzGDNrcBcza2unI4cEHrS6snZ77Y7mOZHIxh2C5A3tNCLH3Jtsr/CRAuQu47rOcrxOpLKZeAswsqhEkRGkbm2TqkxeZPHPOFo7qTgFJ82HyPHPCEqv37x8UbqK2Ox2gizBkd3gR5tkuVZ5SCQdAXHytXmojXFEsEbOfVYYoOITdVqj+jJ5NPHT0WczeHNRpsmI9Yhup22H3bvy7GRGPF5X3z51ejtZZPa+N3OUAFk1ALvL/DQqAsC7HkXqMuWO9zP2on1tOS/ynpXnJKKxfprdXpR+vI8625YjhthgiYxsdLKrjSPnEsmPiCmkXNSR9siK5EgkeGVr4yUbMMmsVdm/o/K0+5atT4gJC8sh18pYuS93Op1ZAbhTNJ3qXHfYtWodfQun9m03xwmQ2ckclX9d7xuMq+kUCjKtVT5SlyzHIuskyryZumS+t42lUxe2KHJ9YwmrSDR69XnljWktG5D7M9HAsdyZ/rOeKxI5FQEym98rbyzTO/XwHPexHG8tsk5DPPHsjeUZ0ZBZM7V8I9Ze2zVWvbqr9aC2rPIbJFIod83LXXlXsUIAzpT3tr36xD5dxVEfQh8n8uyktsq/ru/qYATLKdEWXm8xlvm1e9Emmun36kY+lq9FshDufFUB8xSIU/YEURRb2luJ3I/XPYdWppF5LUc1sgHFmoPy90yfWemzTi3ipMt6PDGH4rW5Nhdn2iYSCVJoaH2ECA1LuHhps2WvJpoL1lxbaV9320TCtjqmO1jhJ82w0mfTrmfLOKWdyH84SoDs4rRJexKWYx3lyZSdyYPUazlpqB2dUdk3jKtTI0KaU+dFz8exao2tbN9GziDaZhlH1KrH6iftJCMSQFYZiEhDHPJZtGiy16+a4LDWAc9hjNY7q62tuuWYlPVVxkVGJGaFl8yD7o3oGqIFElatO9nAVSXgJOuZfZYn94vuINTKZ7ECRmj6t6CtG299FoSvFCDX1e8MfwPaRhhFP70yOts945TJfNk8Vv7repe4PdFOyzHzBMZ1+ScYUVlIBBrFsxHNr9nirVVaes0hRzZx76SkY9NHxYxlm1UPIkbQgIXW9qijbdWj3ZdrhTZ2LXFktWNk631fE/sRmXVes3X1qUc2EJbd/zVxfAJZkTcbHDkBL+DiPdfJwkXrt1PG2CqO+gzIddmv6ZyyeH072kKX6SdrM9XKj8qQ+TystJnFO6q3IoCeYtfcmgWN0nnOn8xnrTFeuqqtaDtHEfXZslAB4dUROS5oW2WcnqyTpD3DjJOVOX3IlOEJZ68cr92jsezZFqXT0mZZtSbOlpsVIp1rZ2ebIOLI28Nm2/DpfaTDhpl1bcaeznrfxNEnILscutMiGicjN7vMxiwdITRig5aH5vH+1uyJ8lSi8E+BOvSngDjQlhNXEbJW3V7+KE9WlGuOPvJMXjQfmSueMLuZFR+Z8qzoP5r3uuw5iYqxjgix1y9emtuO+3403uRzjf3pOZw7gxHda2JHeei6Yc3L09dQD0uQZAMvT7dBpw2yLTJ7wIwNT7fhExx9ApK5t7pu8heZk4CoDEnkYHkOUsZRtPJmo9jRAtQRXZql0tYnIfu9cvKVGTtefZ6NsrworzU2KkJdaxcp3qKoO+qEaI6Y9hwWFVHh4bV1d10yH7IGZtYfK09kq3d/5ymHhTX/ZiPxK/ZsdH6MzATQOsmuOd5amAnkPL2XdNiQDTZpVPeNp9vvKY4+AUHo7EBrYyG/Itsn217WxhM5ElWHQZblRQu1eqvISCrH1RxyjESCzxMe1b6wxop0+K28Mr3nnGmRcq/u8W9Zp7cpRicfsixvrsyM8ehEw8rj9bfVL1Fby7x3Hq2M8ZlR8WGtd574sH7PtI9Wrpa2C1lmJHSfdnwRB1yOtxOc8OuqifFo7kcBuBOeezXRc2vzMCtavpHjBEh2MmfV+u7yPpHuBVdbzGVdCGg0FolyRBt9Jbohnc1daG345nGOjgkpVKxnRZxAq35kE0LaGo2Sa3VEYkDWK+dbdc5lo/QRliOkPcv4d+Sga3M3Iz4iG638qJiz7NLK0cZWdi6Mz4GI5hm89c5z1k4JBkZ1y/Y7bR1Fgi7IvnlyIK2j3bNlyLTV/XTFnHsTx72CdV1+NNrr2JmB+EkO2mpWLrRRlMazw4r0WXh9rC3KSLQuWvCfGE8VZxotc8dzWMLUssPaULPrCjLOtf6fjehGosWKvkk7RizRFY0N6zky+SRoXs/J90SktDMaO1Yd0XV5Dy13JsiSAQ08WM/cQWYOjXVHc2aHs5+po+J4rrS/Mp7Q9Wks/2m/6Anx0VXWiYJ1N68TINcVbz6VTl0pbj6NJ5xP715GbMj83j0tmmo5SFFdsj4k6oSCRhklVTuyzz1TJlI+ul5kxIGVNnLkuxw6a2x7fYY4tVH6qK0iJxt5TkSARA6/1Y9aOd6ctUSKV683ZiKQsRLlm0mrtcUqEZLdMzPj5yTxMea5yTjzq8jMf3kPLf9pn2jWhqfEB/kPvz1tQBbPCbkn1P07umAjA+depFdEqt7IronWuTjI/vv9x/9HCO9x4Tm3lr1jfffPWJ9VbvaZout3PdEzZGypiB20XMveSluN7Y1G3SPkOnP/37N3tp+t9kCcZom0XbseOf/a+O1aF1HBPKbLiEhLNCDzObLPyy/ry5alOYvIPPTGXiT2nuAEW6qO5JucT/mM3yg+yPO8ToDcaI6d9tO5oKEOzadz0qTPRu60e1qfSiEx1hedOFhjUrN7doxGjqTlOFU3ny5HXpZp9QvqaKMiA5m7njNqOW2WGKm2SeRMa32bdcA9Oy27M+2YRbatN2c0G6r2eO2AlGmtHTM2WfZp5XpjzKtfrlOdVJxDub9qY+x0p/MkURfNfWuevYGOccDTj+c57hWsqCMrk8bLMzNwOOiep7LQR+PLc0KiDQYdD1KAZMezlc8SZFE7RfUj7VyJoiF5o3TR/Jb3PDF238/242w5mXokiLjNOtaZ6HomCICOI62PxnGvpUPsqZxgyHo9O9HyMulvovq9sqN7I+i8tOjeF2fWykpdHY7tjTcPdvgOmmiXvO30g+Ljc3jdCUilo6Mo6kzk7IRIxzcyRses6Ln8v4yces46EuH1Tjgi5IbgRf1GpDOERmirjkRmfGeixWP0NQIRjBnx4dU7M59XrgXSZjm+7/q1E4HKqUV0CoSckGSx8mrjfXRGZeR8LGt8norosuaZrN/Kr5WXWS/kfNFss/4ebdX+zor5qp2zjP17uvi4LiyYs9thnQ2YncJpzv5p9ryN138Nr8TLq5VNEfE+rKifjFbK/kaiQeN9LY108DSnEMWL5lriyBqv0RiOIqWa4yGdOgRr/kVRQc3Bm8Vy2KSNXnsitq7EcnwjxzhTpiQqA7mnnb5U7PLGu+VYo2PWmnNoGyJz1sqbISvqtLb30ox2Zef8inmL1PMWTnZQM3ZF6/ebmO2Tt47FE3ndCcgKVoqQbx+saGR/pvzr+jVK6gnZjC3W6YqMus4+n2WrdnKj5fWQEVcZObZOhzLP47UzElWVtlh1z7RxdBKiRaalg6ltxKhgnbF77B+t3zQnNWrvqM6qrdKOmfmWbT9LxGjXEMFj5a3YlkGOqYwDOCPYxrlarWdVu1QCIijdQuFEJ73yjFp7f7NPI+fHif38Jo47AVlFNaIXETm6pH/DRtraixBbebz6tIinZsusCLGuzYhkNEppXY9OA7w2qPa95SxViE4JtLoQR1aWUTmNiMisK5n6rPEc5cmmycw3zx4kqm/1hxWk0MqN+vTOK8f1zCmF9SxW2yHtmM2XOTmL0npzNRJSVntaQrvDAZRz4ZOcSiswkZ3L0WmfNuY627GrzA6h+Unj42m+RoDMLJoZtI29O7rSzU77OutCHGvZH2P9GacBtdnayCKRimwKUghFDlPXZj1GHlGnIVOXJ+Jn8JzDqE7P+ZTpEDtQpyzC2+iz48capzM2zjhyHUEi7dm84IHnVKH2jM9Zce6iNNkxatUh53FG1Mj8FXsyIM/eVc9KcSPreIrZZ/P6XLvfKei62m+2nBP68dN4pQCpDm40sllFOof3tZPRHPNOvAgjap8VeUbs1RzNihOJkh2X2sYQ2af1meYYWOKk8ryI8yHrtND6tCpCMvmiOpG1QabtGEuIcPPmqdXP2noUiXS0bIuOMTbm14SEV6/XFlpdSGDKmpuWsO1e+yuisFskIGt4Vmhb64CWdierhMgJdIlEuWZpbfRJ7UjxsYZXCpDriqOyu4ic2+s6c+JZG+kqEZLBii6O97LCc8aebF7PSYoiekjUXUuvOUfdQity/mTdq6OXHshY1hxQOZcRATyWM7O5e/Z6zrRmm3bdi9Rno/aW842WFZUv7USe2RILUR/LuiybpFDT8o51Zp29THov8oyWla1vdnxreGv96nUiWiM+yYEe8eaDlq5r36i0Y5dP8rSfSHSOFCDowI9ECDLJOtA291PZseBH/YEs/FFU8kQQm6NFOIpQo3l3RRAt8WHZgPQ7ukFq+dA8lk2WAIycU6vMTFRYEzoZB2m8bjnHnkjQ2sFK77UTgieQpSNv1Sv7XRNUXr91ibD7etZ+r2zLdmtuZAS3BBWOnqhD8PprN9mxeucZ/34z1lqrpeus87re144UL+s47h8irGBNIC/StaruUweqF+lbYXMUta9ulicuBhlHO+uUW3mrzvoOUKcpyqudMETtWo2ueY6tTDtbvrRTptPEpvd8GcfVciI9EeY5KRkHxqoXrQ9Ni9iLOmCeDVafaXlGMk641xZWmfJ6lszaVS1LK3d2vqHMlo2uNYhYfRpt7dHuRXmrdV+XP9462qnDzlP669M48gQkCzI4Vg+gEwcoIo66HFg0WjvD0wtBNWIXOZ/Z57Ii3CeAOH4eVednpg0sh1KrFw04RA40IqqkLZYz70Xy73tjvVrZnt3aM6CiJBI4WllWudp171k1G2V9FREi645EgmV3xjmX5XqOo5ZW+x2p05sTiDjKBAZ2BVJmy56J5D+9h1lUg1kz4nGmHVEoPs7mI05AnubEQapF+ZBNpyuiUXFELVt3bUwRkd3379eVO32rOCOI87ETL7rtOWJIFDHjOFXawtp8UefKuhc5f1Z/yjIzEXArf6Yci11CN1OP91xV5736jF4fe2MjKgupFyW7zqOBDnQeR/acsp5lsNb37HryBNV93xOkM0FMyZPi4Y1j8W1QgDRw4kC1nHjLcdHyZOvTiBw7zzmV5TyJt1BHm3KXgPI2uqfb57bjuvxTNW0sIM6LLMdKE6WL6kH6FxWLiADTQMYN6hhq+aOxjDrHuwTJLF5Qo0t8VOyorINamRmyawXaz9kAykw5J5MNvKHjcFW7oAFKpJzrmrcTnadInbP+zNvH4hv4iFewTuBNA1ab5LO2W5uUF9X480d//ejEdkQXuUy0GUXWEUXaM2V14p1+jGlGW9ByNcbyu4SddX18NrQNx/Qj6AYr69ToFAFRXdl0FbInGkhZXnldjhOCFzW2xLt1bTczpx9o2Seu+1msuW0935MnP9U6vXV9Zj5lykWE/CeMp0+HAmSSrhOETnssRmfttrVzc0Mj1JFNb0KLBo/Pqv0+uzhbUSKkjFVYz+ltwtV2mMkTRSDHv60NThPOlnOp2WwJdUtIaidKnriJotbIKY9WL3IfjZZn+zF74qKltRwcS6Rky0fx1jk0iHPbsJKs0M7ac9K+2c3O8dRB1/47E2RDyrXWR1nObEDq08bjqfAVrAm0gfpUJEOiLShWJNZz0DpBF5nTQfsdicxkNnnLcdQcVCvNqjaOFv7MGNPstSLEqCOHOOTZ8ZlJP+uUW2JOEy6emLHICI3uoMWustE814UJsmwQAA3QaP1p2ZGZz9n5b0WZIxszIr9i1xuw9tpMnkzeChX/pdJXmbnR5YtUhcgnjsWT4QlIM09F8uVm6Dmd1ajfDLtEzi6iiKzcvL0TDK8O5H4UcUfKmgFZ7LWoPRKJz44by3H08mc3SK0cre09x1oKBc/5kPdlO3rlzMw1q8xOweA52rN0ij6rvFmbIyc+qhNZS6pOo5XHEkWafVoeuRZ8wn4w0jUHVwcDrXXMWp8rAlYrx0qHpEXxTkzIOfAEpIg3GU8Y9EhEXP69ajN4+yZTiW5az+w5yEg6dHND65mlsnkgUTaNKEqmzbuZsWeVN9aNRKej0wmvDA/EgUbR1gSUrHiYERvRaY9M542ZKO8ukJMB1B5vLanOT08YIfM46qdPY8ah3rVXRv5LZW05uW/R8XqSzd8AT0AKRAN1jBw+NaCt6PtoHycbhtVe1kKdWbi9cSI3+6qTt9qh6hxHkdM/3kNEVscJwF1XJiKs2WDNQwnaV9EJywyo41sZW16/RWUhYkH2G3JNu7+TmaDVDtut+eg5nd76tVvk7WJ2zY0CGF02Iv7LTJDoNKK2pD/0DDwBKZAZrLsi0YgN2qQbbUIiHxLkePUTJra34MpIJeoMeps3EpFGN6juDcyycVVe7zTJGtPdmzUanY4270xU3pqLmai4N+eR9DKfJ2y7TjYq96081/Vuxzd6hoxQt4TwSMbxzEbJT46Qd5BZB7LljcyWieT/lH3bIjMnyDooQJJUBioSFdl17GrVmT1uRfJFed+GJwoQkZE5/vWiYFbE901isEuAXJf/Sk1HpKvqfGeEp9Xf1jNY+Tzb77+rzqdmu7QDue6B5OlKU0m7glWnTVpAIxP0GKmKP6+sU9aiLrRAVEd5nUFMCpC/g+7PZA0UIAnQ6FA26ihZEanOlFsVI2P+T53MKxYsJJoZ3UejkSf1TXUzzIj42c27KgQQ0RRFrLV6tRMURNhmxFFFhNxlZh3knY5/tb6VdnoiAT1hQoUFsqZkBEhlzcmI5zex4rm6BUh27T9pr9hB5oSOwqUHfgakkXuxyC4YXrR7hplyxqj6+DyftGlUWCUOo7rudJEj8KZ+qQqBMW+0Sc6+rjCWY/UV2vZoOrkORKcjmoMny0JBT9Pk+oA66WO6bPqMHajzbtWVtfPOI9Nn2v9OK/NoZUTtron2qpDyxj0yL+Tv8jlPWbs6RGb3s3SefhAfJMg1ppXrDcnDExCHmc3ci3RaZWUiu0g+NL9VJrppW3kJjnWi4W3S1fF5Yv9oNnlia6XzknVgo5OOsUyrLi0NEgH1bKyOlUwk3Iq+Z5z27tOFSplZgZItu4o2JhDbvBMHyzZvjM6COGpPrkveOuKtN7OCP7Kpy8GtlHGKMNwN0lbf2jbdUIAMdC4mlmMRORWIo2mh1dGxgKFR+jE9JyaO5URmHTmvfMTRWA3q2Fqb+30PdcpkeaiNmXIix+W+Z817RHSNZVh/ezYjQkazXbMNWbsQ+xGbMyAO4eyJS/bezNq7WpRZtqGBgEy9Vrkaux07pL5IdNyssPkp8XHnu671fWEFTZ4gM06ftvUToABZBCpArDTePW+zrTgb2WeKorYddX0T0aaPRshR5/4kAWKNZ0RoII4S+pyzUXxZBhJwsOzL2IKUXV0TrDVpxenCKryxpaVFxSwqZsa02dOF7Li5y0NtRAV1VXBq5Vr1InZ0kxUfnhB52k4vb0fwcdXzneY/ZMaEhD5PHgqQBXgbt7eQIScYlpMWOTojHQuSVRYjA3kiR68rIvNUpMmrF3FyIzHizbWMjV4UG0ETh9Iur05LXFrzOyPSZkVIdn3JtNmMGPDawxtP4/0ss/mtMqvtoNl2Xdgc0fKigQ50zlSElGV/JzN7VbQPrqAi4rrsWiUMvODbk0GyaM0mPVCANGAtzOPvWfGh3RvrqzoFWcfWelZZprSN4HgOqHV/tr7dfeQ5V94GhIgKb75lbIsi1JEj5UVIx3Se/db1yI7Igc3aJO3w6oqcWY+VznxX2d5ancmbFRNemdE6HNmLiAhZjryu1SHTWzZr92W5iLDW0iK8TXxYNiDBg466vDGE5JfpI/sr69RsGehYrthCdPgtWA3ci+s4WK3f7/T3dTSSoV1DHaKorAoZR4r4aG02XutyXJ7Eclzk7zKNnFuWIOlwCqI2Rp1paWeU14rQy3JkG0S2oU5aVuDKulAxFNXdIRQ82yp1aP0Xrbmza2BkpxX0qfTjndYTFtFzyeveeLbyRvNXPm/FER7zd4iPJ9dlNEi5ol5tLbbIjButHlkf6ndUg3bWuLPWc/o7c1CANGGJCs1JygoDbTIiUcio/NlF6u1O8dvYKfA6IlBR2XJueM6IHPczDogEiXiNdVuOLrKhWumi6OBYrxWxjvJVyZ4oIKJC3usUH946m0VbY6PgTqatLEcLsStylrRnQEHsj5xLZKxr17x5otWxA229OWH/0xzilfuEtcZIW5CThqgebd1B9qXq82eENoVHDxQgG/E2G22SWZu0FQXw/raoTtYOx4bgPCk8tHsdEcT7b7lxybkwRmHvurXx90QbWRE6T3DMROwi51ezT6vDK8NyEDMBj0pABMUSgPc9rfydDoN0VCIRJseMVy6yH8yKB62sqDwU6xnR/smIuyh/Js+N1tbRGrQjcLRCFFmiBjkliNazKI0nyJHyu8iKK5KDAmQzchJXFmMkqpgRB5lJpTmH5D1okaXx3k0UwereAKKTDenkW5vhqUTzEhEsWYffcgyi9cOLXGei9Kidns0alXsdEWw06KK1n7Y2a22pOVdy7FtR4ajPOpxUyyaJvB49a1YwekKka01A10NLpD21NnXWK8Ux0g7IHNTSI2IXFevZ/QlZEzPlEQwKkGbkJIocOc8pQB0P+bfnZIxpZpDOCsXIu8kssF3jR9bt1aE5XNo9WXYHnqODOBwyau0FCtATkMgR1NoJcZylnZ0gAZJZ5ziKwnZGiD28tvfEP7pua6JCjgvprHU+OzJ/5f1ofI5Yc98SWVpeS8gjVIVE9Nwr2b0HI/0RjY3x77G9kDXdWgtRca49R8bXIvPwW7AWkl0QpDOvCRAr2nTfQzZdL1pagdGBd6I5w9n82XzWWI6itFZa+bt3wpC1T+bN2BiVidoWia3xOlJPNk3lmTocfs9Wr4+tMaAFhrK2dZwgaLZEaZFn0sqzHPeKo4rm8cSVZfOYxgs8REIkqjPzDJ6tGRuyAYYq3eKjs61keVGerG+C+EcZATIjXEkOnoAsYmbQykiXF/2V6WW0644meJt5B5yg72NGfHTgbTSePVo6Od+qzmL3XEHqR0SG5sjIvouCF5H48+ytRI+zkWPEDis9kmdMUxERSB45HrsFWDSu5d4x5pFloGT63ltTPIfTE1jR81h2jOVHdAbk7vLGeYna8TastWokWputcaL5QJEdFarCmszDE5CD0JR4lwPVfeoxwsnZz642na2nGk29rlgAZaJrER2nNFF69CQDcbY0rPbqWDeseir30TSVvJFjOfvsM7aNaa4rjoBn+8rrf8+OWWbmuMQ7HYnSVmzRTn9k2dmTiszpx4ztKCvKrZYZrU9onkqa2XzRqRn9nH4oQA7BG+ja8aXFGP3Uypf/77ad9LCzTWfqqizwWgTMu4eWGUX4u8SElc+L8EpQx3O1Q40i+8har2ac6qo9M+VU6sqms06kOm3LzhuUrrUBdUJvOsSHlycrfLR8WZFyklBYXe6qYGfFDkSAjtfoz+zjt6cNIP8BcbSszU3Lf6cf85zgyJDz2OnkRov8OGazJx+///zrfz9WndZz3ve0/AhennGOaoEEWaeVzirLWgM8+zLPKceH5VxpaSO7xrKq9oz1d2KNIws5fiwHFHlOqxyZ/37ubuEx2lsl49BV552Ht8ZYdaF23mPQW1NWs1J8zCLXqSfb6brsfcXzqch6+BmQg8lEd73JrW3WnGTn8qb+GTeXzAmDVVYH2lxBThR3tbkVEdfq95z/KLrnBR88weDZo9lhiSWr7rH80TFAHZQZR6Yiti375KlQVJ/XTlE/a+nHezuDCBk059NqK0/kZtfESGR0OJ5RZP2trDqpu65n2skLmNy2nDh3vgG+gnUoo4My/l+muZFpdjh60lbSw1PtOfu6ReSw3ngRKLR+ayNDNrinXw+w6tdEiUWUzipTc+oiAeL1nbU2yXyeTdrzZJyCigOBrJOWXUi+WRujoFO0F8yycg2KTtDkNXm9Wod2v9sh9mzubNPVe8Rsu1T3gxVEYjNax8g6KEAOJuuQaPmRdLN8UvTnBJ5cCGdFyHXl3t/uFD1vGYeeY+5RdX5lfmlL1YFHgxyIc5kVArP2zeSPTqC0/JW+Q06+uxz23VgnNx1Oe8b51erswgsQdpS9w3Gv1FE5rbqudb5JNKaQeUvWwFewDmZm0UJPQzp48niVnIPltFnj775eHeNafW8Ye5rd0iHT5i7STpWTBDlvqyciY3ljmZmTj8hGNN+soEHueVFUr3/l39H8kHVp5Wj3TuZ+7hUnEJnIe9T2M3Z5J70zWOvmWyP4lqDvxCt7rJ8+zF54AvICvMljRdki52zVROMEnufpjaTzVAK5Vjk5mbXzBDyn1EobEa0BWjqvLMvBzdpzkymveorRXZ5WRuaEY0wbRV6toBPqWL9tPnTP747Tj1XrSke5XvT+uvYJuVPyIeVadJy2kTl4AvICkNcdKpGwFZNtRzSDnE227y0n9ckNYkdd47ytnFh6kXatHBnpiyKCYx2ZaC7ijGtRR0lVLGTKQ0SJ9uxShHgnNJE4uK/L/1s2eLxBiFjCS6bpFh+SneJjFacJpZl8K8bum/ryG6EAeQnWQj1iOR+chOS69jrVUV3ahpN5NafzlYaojtVtJtvKOzXwnN4xLzL/M9HT6CRlTOetQ9KBR05IrHq7TjOQ69lIM2IbOlciKuL1KaGCiNIddUdjfVVwrvt0uZsnBRhyEryatwnQt0MB8iKiKEHG+VgVcSDzrNyQpbOycqNFIstRlBg9HVmF9apNd/noKUMk0rz2QUVE9r5XfvTKkUwjx2ZGlGZAX2eyxrF34jHOX2u+WWNqdk6ic0/W+zRWm6Fk8iCCPPtGAR3XPjJ+THe9OwJb5C/4GZCXEkU/q05Dx0TnYtxDZzsizs+KutEovWaL9WqGljayIZteY+WY9p7VwnJ6tbJlvvG6l0dzoq1yUJATnmrZVTznAz2RGv+2RIfWT8g8qKLV8+TaHK09q8RH5URQgorWiNUCq8rJ+/ZTp9FkLRQgLyVyHiqTqGuScxL7oKJvZTvKCDPi/HfVdZONKGY3eaSeyNad49hz9DNOqOe8e9F5tGw0up5x6DyRpJ0QZMTZDtB2tIQiElCaPQ06WXjcabLrxJgPqT8jVCRZ4fKkYKnwhn175br8huf/NPgK1kvJROzIOcgF9H5d4ilHdxxHcjx1v8aRcXatcpFNvWLbmEe+irF7PiGnRp4Du3Jd0NrYuubdk2Whp7fZk92dJylIHd7zaSda4+9a20VC5LS9ALEnE3jYJT68PDNi8IRTqduOp21AOK3dyBw8AXkx3YtGR3lvWch2YTkUVrrx/s5j57Fu6xUSK6/3PFbEFyk7k77z9E5j15jOnI7J+15ez2FFTky061Yej0iUWPVoZMqZJTqNGO3x2sw6CUBPq6wTupPXXe3EzUoTlXNduWfOnIR6J5BI2d48ifACCzvW/1PHTkTnuv/WNngzFCAvpnPSzJbFiIRPNgq3S4QgjlQ1wog6rplNesaBQesY8YRjx4mLZ0M1Ypt5VSRygsd0Xn0ZhzsSSpFYj2z17KqKFG0uoOVYcxlp70h8rBqDnSB9WQlEIMGRm+xcQsegNsYra5u0A117Z3m7490ZNJ3pN1KDr2CRFvHBCeuDts+9EFrOTuU0wkuP5I/K9RxLGVXUnK6MQ4g4tDMgkdrVWGNg1o7MaYJmTzYvsqEjjnYVzVGvlomILy0yb9VrRdtlfdE6sGIOdLHyNCpTdvbkY2zbaL3S+rVio7T1xP78RGR/j9flNdIPBQjZFm0hGJEIGdGib0g/RlEfLdIaletFZ5GNOftqhbV5ZEEd/cgp6Ny0UAcmavNZW6IIr7xunRJFeTTHb3ZdGueR90xeXoknqqIxHglL73QQFXMnkVmHMmjizVons2XL9JFwtq7NjFtr3ezm7Xv+Svvf3C5vgq9gvZzOSVgt6+0L2VvwNiNtM/TKQV8rQKNCWhT4/jsrODLjqWvsIWKrM+qasQt1dC2naMxj2TYTcfVEkJdWs3O0x3MyNZs7Tk00u9AyLUEfnWJY16N5840gc7MSiMnaMJIRiVV70Dlg4c2vt5LZ86z8b2+Dt0MB8nKeFiCcxHtBNiLvZAM9XYjKsK4hdVZfU0Ac0FnQ9rnr2+Ekes641e+RE4tileOJHcvmqI4xr1ZH1vlaIUgQUOFkOYXWfNHyfBvR/My0VYf40Jjpo8zzZepCRP+bmJ0j9FvOgALk5XQLkOvKLUycyPvxInAzTrrmvHonJVF5Mj1SVnTKknVyK2MZEVgo3XNzLDMSAN2MzrElSKQDnXXYohMdL72VzhNP2d+9srOiDxEgK0T2W8mKj2iNyu5dkQjPnLx02DPLm4Xt7N5U8XVIPxQgH8BTpyAUH8+BbnyWw3jnG9No5SJ2zEbhMhFy6RR2RQurEfvIAe7c6CyBiArPjGOMONzefbQ+pC2jk6ZIKGTsQCLFM6IDrdNL/61UTz+6Ti2sfp8VHmP53WtGpu7ddVZB2jobnHnDc38iFCAfwLcJEAof+7Qj87rHeF1z7NF2Rh19JLptoW34VpqxLvS0YCZKWnmOCpnIOCqMVoMKTFTYePktAY7YaFFZa1YIFK53a1+9qgQruvfdu94nT71OH2sd8xHdQ8h6KEBeTnfkAj3aPEF8vClq041sf60tvPbRFuEZh8d6dUXeH6k6wmi0HXVIV4gPxKnOknFSkLpnRMguEVMVqiPWeOw+4UPIjonV6+zpDud19YoPpLyxTOtkeGbdiurx6tzRV6fuq7PPj57qnvbcnwwFyIfQNYmQaPCTm5a3QH8T3sYl/86IypuKAPFOWbzofZaqAPVOfdA8mXI1m2fQ5njFkUZPBdB+6urXLjzBbf1tsWKtO8XhOWE9j+gWH2i5WvkW2fUnKsNaS3f30WlCZMWJ03Wd83zfCAXIh9Ll5MkyTzv9GPmmhSR6pUi7Zm1qs4txtFFZ5XtH4RYzGzPymk72NR4kWtkxX1adpmjloSdL6ElXVM8qOtp81Zoy49zNrn0zJ0K7QebsddXbMStCOue0Vc5MoKGbU8bFKjtOeb5vhQKEqMy+9tCN5tB94+JhOS6Rk2/9XjkV8GzyTlQqDqt3qqI9o2WbVlb0LF5Zmo2Wo6KlzYK05UyZHlZfdp6oeONlpuzZ9nlKgKDR8jH97InOaevpSvER1eHVtVp8nHD6cULdd/3XteaNDuQ+WQsFCIGxHP9Vx5lR5OmbFo/MQmyJC+9eNYKfjWJ74yeKuFt4oqw6VjxBp12LophaWVk7EFtmytbquNNp4hI5jayccu1mxqGvkhHeHeICLeeUNTWz5qwSIFY9KwWIV+9unh4LHWv2089AfP75tAHkHXiORKdTpJUt67Scn09caCrt6UXpxnt//vyhOpX3NfS0xRMz2vPIPLMOarTZVKKKY5ljWtluWnkrxEf32I5En2cL6shqv2v1aWMPpZpntEsTxKtPPjR7Zuv2gg7yWlTGqY6nJYJX2DDSdeo4lo+sPwRnpR9C1sATEAJhnX5E6b37N9ErAV7EXPu7ytMb74jmIFYdWOS0Cn3VAHH2PKcQOaXoel5vjGXriKKSaETbS2elQeZRZdwiTlbmRAodG2hapCy0nIzweeLkY/bkwspTiSI/vQZGAqRTfCBBFnl/9oTihDaOeNrG2fopQN4BBQiBqESevMgnckTqbTaRKMny9IJ72zDSFRmV7eg5+pHomwXtRyt9BOIwdzvt472MiEDESGTLjDMWiY1ISCInG9JOhNkTsUwZu04+xvKzAnPXmnbKGrhLfMiyr8sfx17aTCDj6TaOeNpGio/vgQKEwGgOVjaCHDmgWh4PRMggtj29WEXt6d2PorfW5uqdFKCOJ0rGyZrty7s+T6RqJy+VehAy4ztyvqxrFWdT1ufZ4zloCFY+rS+qZVp/S0cxEkqzWAI/asPM2pi1pSvdSp4SH7LurtO5qJ5TedKBnzntmymDPAM/A0JgxkmddUSqUb5oIfmkxcYSD95JT/S3vBedGkWOaRS1t+5bDrR23xJKEYhT7Z2oeXXJPFYd2nX0NGlWdGXSRnXd7STLzggRKQA0IVA9FdHq18q2nPpZQRVhzRm0vq51DYnSn7CGnmDDbceIt2aNabyxOF474RkjvPlzItX9gjwPT0BIma5IibXQIQvgbGTshEXWEhEeqCODRFW1+jscs0wZXh8i4yza8LVxMnsCgaaJRFuE5xRFDpNVDmpnl4NuOcLZsY4IkfHeWI8nPhFHHaHyPGO+XVF+ee3JqPdoh3XvZpV9HWtudAL39D5TYbfdM/U9PYZJHgoQMsXMpEeiTSsFyCmbghch9zYxxOHNOPSak1dxQL3IN5LXInNyYbVV1a5usqc6Yz6vHbSyPYd9VnRqeRBRgIqRVULYE6oyX0UkIvagY1mrq7rWaaJ8tuxZUPFxXWudy4oIidbt8fcT9poKbxEhb27jb4UChEzTtWDMlpPJf0q0BDn9yDjlmefynNvIQcpEnbX6PMc1cwoRiakTyYw5dDxEz2s5RJ54yIqLDN541+zQ0iK2WOVYv2v1oXNpVmhH9VXXrOwasXNtjNbsHacfWp3emEDWqZu3i4/reocAeXsbfyv8DAg5Bs1ZWF3fapCFEYl4yvTjta4o4V0OGr2ObJV2RNFuzYnzorVWvRmQCDDisCER9Sxov0bCcMw3prFOg+7freeeESEZUZNtQy29lVdezwpf7X4mgq61bZe4G+2SdWh/azbe+bvXyOr6vvrkQ46daA307BnL+gTHePe+jPIJbfvtUICQFmYXgzG/FzWKNmjPgUTT7oy0aVgLvuWQZhwgz6lFTig8GzPOk+XkyGdBnElpm0zvtWHGZrR9NVukU7KCjH2aCMmUoxGdnoz1WXVb5Vp2ofesNQUZN6jgHsuMhI+1xmh2Vpy/jnUMPfnJ5kMd2uyp0gzRWlw9ifkUB3l1P1TKPlUYERwKEDJNFDGrLBJINFerQ/7u5ZMRqu4FFnVcpPi6/6854ZFzHp0yIO2n1WnVZ/2N9nUUXY/6xtsYuyO5XttZzrbMN7ORd+WzHHLtNGTMr/WNNX+iPtHSeYEHWUbkFFoi0BMX2jyU95DnzYxfC9kPu8XHTD2WzRm7tDVuBUhA62aXGDoVdH5miYIWiF3knfAzIKSFaGGyNm4r4rdzUalGt6ple9ei05vMIp11DpB6vJOR2Xb0bIie2xMHnuPo1Sfze/V4z5I5nbE2efSUQCs/arfVJxGendLeKI01/qz8yNqSjbRHJzjeKYa0d6Y9rHyr1s5skMGbS5l1b/XzzK6pVtmf6BhXBHG2PLTtPrWNvwmegJBH6IoKd9oyRlW7Fjat7Pt6tKFb0ejIQbPwovSarcgplBb9z0bKrE0IiahH5Vb78c4rI+Kooxylse5FJweaIPLGR+RkyfSVuShts54DbYvMCQIi7iJRidhu1afN6TF6n+ljpD6P1eIjW7bW/lHw4gmH0gqIVfekqP/J35FtJPvAmkNs2/fDExAyDbIYZKJnTy8unZuh3Hw9p2hMN4JGTLNRI61Oz5mMnKnqpp09mUAi+tbvMw72iBdx9/KNaax8Vt1R5B+5hz6/56yjYki7lnWoEdut8WvZK+vQbMwIEk30IXlH2ySZNchaY7roLDMbJEHWvg6bECpR+SeF1Qqqc9kqK9rPrLXyU9rz26EAIVNUHF95/br6XuPpJBN1tfJ7DlgUrY4iuFpdiD2afdlIJBLVzNgmy50l40Rmyxqx2gFxLDNCasyL5EfKnG3rSMjOzm3EeUeEhlevFWn15oZWt2eXZ78F2lYZUVWhW3xEtlgCU7u3QmhZZNd8q+yn97QOOp4FEaLZwA55HxQgZIpZAXLfu/Gc7FPIbqSWA2tF+7T/e/kiW8Z81gmHF9X2yrLK0eqM7EKi20iEHXEMq8LEcy6sNFEbyXKsjfe+l4nYoo5wl/Aby7wu35GQaTUydsl5I+3QbJP5Rpu9eTHms57HG8+owB/L09JU7qE8KT6ywZRZqmuqLCMTuHk71T6oBMtm6yRnQgFCpphZTLQ0nuN9EtlonBdJlWmsaKysGxEKlt2oELHstRy8qgCRZE4I5N+RA+/ZlXHutTwZcRGhzYkK0UkBctIgbRr/RutGHP0RT3h69UR1e+OmQzBbaTLrGiJqrbpPA7X16Sj3zJ6TzfsmIYLMz9mykHSn+wQkDz+ETh7FWsROFiGeo+tFbaIF23MyxrawIrhWOV4dVREz5vPEB4LmzEV5rfSRIyrbVLNFq0u2ueVgWvmQZ9BssURI9JzeNa0NvLIrQkgrT6vXKhMdi54QGMuOxGyFSIhp8yQzV+/7Wv9p/fEWURKtOU/ZPFNvdh2NAjen4AUJomCOLGfMU7WDfBY8ASFTZCKG3r2ZCPqYViujm0xEaCaql40Ae3ZYZY/5rciw/NtzjKtEJwedVOzVNlukb7MiTPu/V473LLPPqV2LHH6vPNTpstoVEWHadcvpl/O4Gp2d6acon1WWlieq4wkywZrTnXGUlScDu/EEiJYue88r77pyIoe8j9+eNoC8mxnnU3Noogh1VBYS8ZwhiqRqEc/7XtYuWd59bbw3G0HUnELLgbMcH8/pGm3U/ra42+qJTUdrVyuCL5HptGeXP3e+qoixxkEFbYzKvtCeyXMqreipN25kGfK+l98ThnIMo2MZxRrbXhtkHVakPawgyBNU1qM3s2MfOg3reavioxIYIO+DJyBkmmx0xHJurYUHKX8sT17vXLzQE5+x3plTEFmvVj+yyVkOUXTKIZ9D9pdM69WXuYdGd2fIRO01m9Bys46l1sZeWVEfRn2FgD5TNCaQOW2NQWTsW+NW+1vmyxDNx+7x6o1D77nu+084cd7Ys8bxJzqab36u6mnOTYf4qJRD3gEFCCkROQYyrebUaZu4JyaQqIjnfMxGY1AhZDlJs+Jj5p5nm9c31jNURIhlYzczzh/iJHl5tTQZAaI56R2R7UybeMJU/h1F+i1nH52/sgxEfKMCHZ3XGtHzd41rNPAypt0ZkMnYFtX/Zkfd4u3PNDNm0DUiutcRwCNnQgFCUljR1cpGKcuTeSIBIqk40lb5UfpMGs1ZzxDZppVZWcgj59oTipHjtUKMzDp6nmhCo+3yOiKSUVaIs1k8AXpfH9NaY2bMczM7npF1Rit7vJ8Ri7Iuaw5E7eCRtQcRVTucYkQYank+zcE85Zlm956Z50DFqDXHT2g/sgZ+CxaBiTa1EZnOc0L+/MHe95dpKguT5bRakWbPyUUiM1qazGbgtYsnyLQ8kYiKRJtW3th33inJiigWIno8B1lLP5Yr67LqH/PJdFVB1iE+rDE9U/aYV3OqtXEztpPMr9mZtWOsIxIBHtkggeY8VcQHssag6y7ajisdu+qzfBqnBBCQ8aflkWmqY8ZaSy3xEa3r5HOgACEQmpNpnYJEC4clJBBHf8b2sT5tMc1GTNHn9erpoqNMy6HUHEdEoI3laNe8TQ11Ij0n2NtsI7FQceQypx+zwlRDlmO1VUaIZBwBT/R6z+uNkQxS8KA2an3o9QVSvny2SHh4ARoPz3m0yn5KAHyL8Bh5+pmRoJ01LryATKdtnvh4uv3IWihASAr0REDmue9nI9ZIvRZeVD9a5CxHVXOarUizVXaGXQuw1x7eBqRFnlFHN+uAIs7ZysiZ9TyyfZAN22rjcbxpAj8Se4gw1MazZWM09q1y5TN29AsqmCr3rLSIqJVlI+ug9n+ZZoUQXbmeMGL9FytPmLrR9udVtmtrpXXvLe1H6lCAkBArojbeRxeu7GmBlx9xBqK6Roc5KkuLmlvpMnY8hXRMkMiT1lbZExDJrHMqbfbEgOXcj/k8h03LM44hdPNG2hGJoo92juMTDRIg81Gzw2pj+ftdBlL+eE2zEQlkzK4vVvrIiUfXImt8VJ2+KJ9sJ0/Qdq9XkWgja8mMKTketLwrxAmy75LPhQKE/ILmOHRE1XadBlgOi1cmGrXORLefFiJRH1mnOV5e2V7ZTUlzHCsiBXVuoueJ8mt9KMWHZp9Wdka4ZfEiixLrZEOmGcv1BI317MgpQiSUpKis9iNanyxXgow7a0544mMGb15o49MSqTPOpTfWv82ZPOH0Iys+bipzqsump9uM7IffgkVMok32TuNFnLvsQOrwFlI0Ki3zRmUjPL0hIRtMNfqq5Y2cVlmnFz1GRYd3YpOpT+a18lQ36hUbvNd3Wdu05/TaO9vXlm1e3UhdlkAc81l1z1I95dCePxMQscqQtnkiOkqXoSM/ndB5Zk7TriteB9lHpAuegBCXrlOBbhAnpCM679WdLfephXvcPEY70FMEpGzJbERau+edNkT5kWfVToOQiLmsA7kflY/eQ8RHpb28a1nxIW2R5WonSdGc8RyiO290auM9Z9T+FuhJFJouQrbXeE3a66XTxPYJjiYSBCM9nNj/5LOhACEQkbNx39/lbCMOhLStghdNfdtCHTlmGSLHoOLwoo6t19dWmqwg0sqMnGfLptHJk/es/KgwQccgekoRtX0mEqo5u17fWQ6xVZ8nJNDr1j1kjGloYkjaqgmBjjVEa2NZl3xWGZyQZWnPtIO3ra2n0LH3dgSmCEHgK1jEJeNwa5G1jg0EiVjeZBwPqy6vPKtu9HWJEzfUajQ2epZMOZ2nMIhA6CA7zrWo9H09e+LRIQC1dJ6gstaCjLCRtmv3ojo8EWTVI8uJ5vWqNSw6UdKuI2VbZSL3vfIyzz7bXtV6yX9Ysb9U9zpCEChAiIsViYycqfFvmSZbv5bfWmyl01LZQLX6ovKRup4UIJHj5Tm2M6daVed/pXDoQIvu378jWA61V5+Wr0PkWULkrs86GUFElMyrtRty0mHVJ9N5Jw5ambLc6N4MSCAls55oZXhtJ/shstHra+96dc21noHErBIf7AuyEr6CRVwQJ8GLHHY4kpWNuLKBZxxB7fcVrw10l+k9mxVxnj2dqDjNlTyVsRb1uVWmNdbQ/hrLnbUZOclA+n3MZzmuXv6onSzRNqbV2i1yiK3yPTzHeUZwyzKj6zscvGodY7tb46vSdlnxTZ6B4oOshicgJAQ91fDSzWzomShvZKNWLnq6guKdKGTLzeTPRDajSGnVXs+2LFFk3ko7czJgReirIsEjU2YkMmZPSDJ4cxypFznh8EDGZ0UUWusVso51C4uZAEpUJiIQopOaWXadOq3mSbvf2maE3FCAEIjolYf77+uyX82YESCVvJGzgDgvVWZPLjxxNF5HX6uQeW5Wndx4dmhYTiviRFvPj9ZXPaVBiPokk9+zcUZ0ZcuwbNLKQoT4jLNtPYeWFgURepY9HawSZCOoWEHqi07fkADP253pjj3jTfUi7NpXyHuhACEQqADxorI7HFzPsalGQm+ykd1ZMicami3ZCPsOIocRcW4tEAGCOvTymjUW0JOJyK4Ia151ndhUbRjJiJeKw4nW3SX6rTKzdWWDA9mATXRCY51SVW0ey/Tw5oxX3tsc1idFwKkC5FS7yFnwMyAEIrMprnKAskSRuCif3Li7nUqLsayozt9//qU6L9lI9i4QJ9azK3PKYeGd1I33tX6Qf2v1W6JlJHPaIPsz+j0rPBF7LXvGNsw4lmNdmQCFlaZ6oiLt1J5Hm09Z59x6RtkOHXMyEt4deMGP8f5MQIH40Mknb4cChJTQHDbPObg38ZULphYBnqnPckZWkxVK2mafPb3ZiRVhztqIRKjH+56IzDjfs2TKkfPMOnG572ftsGzS6tGi9Uh0X9Zl2YoIfCQyn5nzyDphndB55WXqy554WPbJ3+/6vH6exRp72vN8orP8lAjorLe7rOv6zL4m/fAVLAKjvR4QOSAzrxZU7LuZrcN7VaASuZ9NH5V1o0WCPYejYkP3JtPl1FfKik5BZuzpFoCW+Ki8DiPvXZcfzbYCDogYspzizLhEovrR80kq47hDhMg6tTKfcGwzpzwynzeGkHI61+5d7Oijrv3GK/+6etp8xx5PPguegBCIzKKCvC7SySlRF9QBWrFARw5Ad9t3nTKN+avR60perYyuEy/tJG6m/eXpjbQR6V/kVMjLG7VNZGN0zaszGtOIIPBOZxE00eWd1Mzw5Ell9nTJExza2H96je7iSSe7u+7Osig+SAYKEAJzLy5WlAONoHU5rqcID80GL2JcEXJendErGJ1oTsUT/aDVOXsSEKVH6srak0HaXn3eUSzMCq07rzXeLZD6kDZG+1PalJ2HlgCr9rdM+6ToqBKJMq1vTlqz30j3yfmqsj5RdJJ++AoWgclEJS2q0W5px1jWCmaPvq0FuTvadBOJPYuO10m8sjJRaiSdltZysBE7o3qzzrRVt7zeIYSQvvXq9E4yMnahtozIE6LI9pm6tfRV8aHdr9gy5onKREGdPu+Z0HuWjdnTIWtMnsyuKL+2h5woPmR52WAE+V54AkJgxgi+tuFqi5AXGZmJ+r1pQauegCB4jprm5FlR9M6TEy0v4phUxIcEFQDjdctm7YRJs2cs2+sL72/PltEORGyNJxxanfK+Ny6tOSzTRo6kVpc3xtBTjRknvat8uS5qJwMyPVJmFquPZHt7ZSPpvPuW42n1+QknP52CtItxPTl9r/NszAY0yHfBExASEkWTrZORFQ73XcfqRdlzzLMnIJYAmHkGxClEo7ceiNNbif5q9Xh2RdFr9DQgcxKDOmJa+s5N13pe1Jn3ykRPIJCxFtmL1BPZnBWXmf7MovVBFHTJrh0VmyTVdbiyplj2IGPiCUf7RPGh1Xtd/eO2o5zritcGQix4AvKlZBwWxAHTIl4r2LnAeRG+mXI6N5K7PEsoRHZ5jmGUt5NovOw6LdMiuMjYtuaCd/qE2oM4uJGAy2LVJW2y7L1/j+zJnkhodUWnTqOdq8THaI/FrqAJer1SdvYZ0NOWu45vdl6RObWqjmo5PN0gM/AEhEzhOSrdkZuxvtWcshl6Jw2ZVyQ8cWLdQwXNE5tQNsqeJYryy/K7TyDGNFE6zybkBMvKa9ly24M+wynOys51I3vqoZWRSa/RZceKdXysQ7Ir0n/a6Yd3utspGjrg6QfpgAKETIM6IJ31PRVNHJl5zWLWnsghzEZjdzmHXZF69FUWNG0mn3XCMdo2257Zdope/UHyWScXyHPKsaf9/hS7nKIOZ7oyZr35rvVFxZYVa653OjhbF8UHXke1HGuuE4Ly29MGkPczvoIw/lxX/wK6a6Hznun+/bZHc8KiV0MqDll0ajGWazkj0sZq/VVke2ntKuvJnHbM2itfCbHK9URGx0mMNrZkO2WIXu2Qzy3nmdY3keCR+SO7VszrnU6RNm5n53k2nxwnM1TGWbWenfWdRnYdqdZB8UFOgycgpIXoNYDVEa0VWK/hzEaqvFdjMrbJPJkNKxMx74joy/Lu+qzx0SUwshHlTBQ7+xqTR3R6hYqw7pOtzLOj/WE9XxTJr54EzdIRLFgdbddOsTpPMFa2qTe2Z9qiel+zo0KljlWBu1Xio7N88n1QgJBWrNcu3ihA7npH0IhvVGbHptvxiku3wyrLthxNzw5rQ0bq00DHDtKeloMQOc2IA+2JQrSfrHQVBz6quzoXZhx6y7ZV6wM6J6N06H2kLs+G2TlQLb9S1nXF46RbgHgiF6FjXKOniJ2ioQNtzo1/E5KF34JFltIRPX86wjLr5Gtoi3dmYZevzFiiz3IM5as342sQXc+plYM6qtp1xBG2ykKiohFW20SvUGivLHjppa1WW1QcnghPMCLl3Ok9R8pzuKK2uX+XaZ8UH4gNnlCadYqR+k8iM24zfYyK7UrgCNmDooCEda9zX5Hldp+iVINuhGhQgJDlrHgtYhej7bOvh8g80b3MSYDl2GjppM1ZJ3Ml1jjRxlDGVuQZUYFg/e3VOyMYMn3T+bqFtEd7fvl8kUBDIt7I6c7q9WRVm2vzrjqmEVYGE2ZBBe1dP2qD5yRXxk0lz4zo966j5a6YH0gQhZAMFCCEJPDE1ExEVitTi6jJazIynEHbTNAo4ixR+3UjnWTPKdHuVcWG/L9Mr93LOCRouiivNdbG37WTnGyfaSdu9/VVpzpZUOetKtq105DusS9t6xQiM21ftcOqM2PPqUEw9GRH/o7k7cAaSye2JXkX/AwIaUdGRsdrM+U9heawXpcdWUM2CS0Kiizs6CscnuMRlW+h1VFxKKL26CDqg+prGCjRyUfG8fZOxCy7PBGF9JvXXmhbImMFdZB3zf9da412enRda9777yi7y84of/bkKZO2YvPTe09kgzb3Om329htCZuEJCCEBclGPnKbsqwVWuZVF3nM8kI3DezYrUp+Jsnr1z25qXrt5kff7/1VhJtFOQKSzqQlWy0n3ro0nE1r9Whkz0fCsY+idAN3XtWfYzeqorlX+avEx1tNRtvw9U26mf9H5+M3i47ry6xghJ8ETENKOdvLx5k3gJopEdUcF0etoZLzqLGROUzoj6xVQJ8c7obAETObUohNU8FrRUKTsG+t0T0vr2ZSpPxq/q+f/rnq8ujpPKdDr2bI9fv9/Svn/0POjQr/rlGRmXT5l70HpXE95+kFW89vTBpDPwnOSnoxwnowVAY4iX3KzsdKPDur9g9gU2XCXiZSl2dctPjLleJF5L1qfFR+oPTPtLE9UrFMRLfouy5HpKnM2c5KnndSsGBcRO+sZT8Guq+d0aqX4GFFPVzTxcV3/C216/ZlZk+703lqnpa3wRkdbtk22bbWyomuEzMBXsEgL0Wskn4B3ktOxMGdPiry2tvoj2z8ZJxJ1DFaTifxLQeGdJtxU2i9rb2UeZUWVPNXx8qBieBRBnj0Ru9aQp9Yq7/SychqyS3zIdcUUHzf/vq7r/361C2HnydSnob2aNV7PQvFBVkABQlrg4tSD3OQ1UaI5AiOeM5txuGQkLXolIrNJrY5ye6/yRO2l0eEMaY66Vf+soK+8lmXZl3nmDkdFjtfVa8vK8qNTTW9+n+j0/U24R+LjzvP//nVd//j1dEsSBVPG+lfyxgBaFBjLzKcTxx35TChASBvWqwTdrxU8SfaUolrHdeU/T3HnGW2cdWSRZ5VCxbLtTuPZvwLp7HvOdfS8mpiJnPo7nSc+0D6voNmApJW2WsiTlJlnsk7sTlsHqshnQcZN5dm3rFH/L2dPS52b+LRxh67R1vj8lHYgZ0EBQtpAIisExzuB0DZI629EGEiqr4EgR/5Pv6bnvfYSIdtTy2u1Q+XkpULGedXSZO2y+lO7ln31zbPzdLqcbmQuShHY2VZvbfsThVs32XXaW6OjUxRCuqEAIdvY/SrHKnZHxywHz4pgeem06LJMNxP1Qk4G5OsAaH0rHPaq0JL2ROILdSKroGMycypWEatoeagIlSJ65ys4GaGcXdsyeK/Tjb+viFZ3tfnsGjZe3zUGTt1/JFk7O07GCemAX8NLHsPbUE/cAJ5+NcSKVmdek1ktQGSdGjP1eBFzK5JXdSKzpyJemTJC3Um1XM+2jPiYcWLQflo13yz7sw59lHasxxu7Wdtl/s42CstKeA5//p8/P2S9971oXEXtnUHro5PpWKe7xj8hFShAyKNoUfDTNgDPUeiwNeOIeKLNS484epYgmSFrr5YfFQYdokOr/05nPUunoMg6qRWbojSVPuoiEnOZ+Yak7XayPPFrjeNuod81b91yfv77f+BzIJb4uMkKf28ujmXMiLqT9h+Lrn0SCeoQsgK+gkUewVrodxwHV+pYvRBH0b7qaYF8fcVyqE88ipevNGXyRGjPq7Xx2H4VLKcZfR0FLR/Nrz3bqmhn9hWmsZ29144ix0sKOC9KPtbVRUb4dNApbKC8P8Pv/3f5IuQf1/X7FX++Z0Q7jRvTrH596A1Od6f4kOWM7X9aMJB8FhQg5DE0x2fHgpeNiu54NSQSH1Xn1KrDEyKRPSiZdtSoOLBoPq0txr81R90rw7IpY/ddLxLhlTZUnLGVTnAWSwxqZaMiZPzdStu51njPsJNKJBsWLT/KNes9in8o1wKiwIC1hsn0VfH1Tc529Lw792TynVCAkK1YUeY3gjo5EZGD29U+2qshK5wkz6FfvZkhJztI/dW2R5yh7jZHxJLmvGmR5m6i9pg53ep+HasT5LlWt3/mVTCo7h/nmiI25OlaxG0D8hqexac7y51jBS3jk9uTPAsFCNmOF819erHzXsORVB0p1I4Vr4ag9a16LaXSTtEJijxF0K57UfOV/XiXGbVn5HRl6sqk2R2l91738NJ6UXDrhESyUmiNdY91yetWnh39IIMAqfb4Aa+J+qJ5L1/30fKPeKce2nWUE/aeiB3jl5CdUICQ7Viv/Dy5sEZR8/u6TNtJ2ilIlHsz88pOtk4rYt3d19ZzRK9u3PcsZm1FxYCM/N6vYXXXM2K9epdl5VzQ6pBjCHFsvf7vIBO00OrftfaNYytV5w94zajvuvz+1MiMz9n2e3rvyfAWOwlB4LdgkW1YC/3pGwBqX+U5Kq8HraBT+EQOHuoAaTZ5ZaOnCJFjgzi1VrlRRB+J9HeLj4rY9E4p0bQdZF/fkXmt15x2Ov3Svicj2en15ge8ZtTlzS/rhDI7xmaDBCfvPSNvspUQhN+eNoB8D29dPFEHLuvojZtvNurdjfcqRKWsrufJvB6VfUULqdO7dpcn2wwRYLv7e4xEW8833tOi9E84QFoEXftb6werrJ2vnY0nDmPdT891adcv/FzT4uP+vyZ6tNNezZ5oXXqTUz4z7t70nISg8ASEPM6nLa6Rk6FF/b6BbBQ6ewJSpRpdlfei19u0iK+0oXqKppUnTwC8KDzyt+XA7zgBQcRDlKYSXe+k45W3Dhs08XZdg00/RmbrulKHpOt5O9fOJ9beyhj4pj2CfBf8DAghzaBOHfGpvDpUKd/b4L2+Qu5lPgcQlelhlYekvevVBMz4t/Y78ny7Xusbf9dEUmTr6nn52EnIz2DD9a9fTjf+JjIvw54f/bLHigCLnFcz5T+xDs+8bknIp8FXsAhZxPiqwb3ZaK+S7Hwl5Enk81efXb5OpJXr/f8m89qURL7yU/38h1Vuxo67fK+8cRyONsk6PRGSofMVM6v/RpCTkcieXfPQe+WonR/n+s/1qzix0hlo82C8twL56upb109tTkooUsgnw1ewyOO8YZGt2ojke8PzryJ6xWk3SD8gr5h4ryl5rwiN9zO2yFelEEHk2RulH/NV7qFkTjKQe14/7DiplK/LeSdNLfzUs/55+XZl5ueKV7CQ62/Bet30rc9DCAJfwSIfwc730hHeviHuwntNw/scg+dMeu/6R07Tin5DPr+g3bfaxYsAaw4MWn8G5FmyzhTS9pF4i/KNdlhjKWNzBmmD5XTeTNf9o/wtr3l5h7QnrGfIq5JLxdxC3m4/IRUoQMjrOSVSxM2jRvSuuBUtHu9XTy40O5C0no3j/5Eoe1UYRK8dja9faTYg5XhpMq+VRZH+2Vd3MvZpfbVLhET1aWKkVP8PcN1I8+f1h30PfEXPElhV0DHR1n4PsSJYQMipUIAQkqQahSU+lrOMvFakObkRMn1209fqi14RsdLLcjtY4ThroM+Qef3pvjbbn14Z8jTESyftr5Ipo/xK2E98zTpB/P3nX//7LAgicOXvo52dwqNS1o5X6lZwSkCNkNVQgBAC8kRE71uwIvbSifT6wBMoGrN9gOQf7dREycwJSBWvDaPXn9A8VSEhhab1+p1Vrhw7WQGj2T9e65r7W4TIzY9ff3X8jXN2BV3rLV9vIuRMKEDIR+A5Il2siuhRjPyF9XqKd9pg3V9JJHSkw5wZOxVHF82Dijm0HqS/qq9URSdUlXKtMqPXiTJYczx61TACEiI/wd9A+WMdFqtPgVecWrzh9SyefpBv4renDSCkg99/9K9k7aB7U+AGo2M5h2OU1XLCLKdyFZnIL2oH+uqKNsajPJ4YQJ9l1/vp4/Nln/Pmb68UKUJA3vOeqXKSslIQj+X/rY6fOG/X6cdoxypWl736BCcLxQf5Nvg1vORxZjeAVYt2tyPrvXLDjecvotesJBXH2HuHvVJGJs+NHA/IGPCi6+P9qs0ZG2SZ3rNFaK+nIfZaNmjOXPQKTjS2KnO00selOq74NMRrE8su9LWlTuf5CUf86dezKD7IN0IBQl7NqoW7833v68KcNG5AfyfqA+8UJOv8VsVLlG4EFaDWeNCcJK0NLOfaK8+yOSJ6FScSO6hQicqzxoBmZyQ+0LpQtszvn1//jsaGNl86RNZYZ4WnnPGnAkMUH+Rb4WdAyKuZfa/6uta+UiKdGctWbkC/gvatFi3PihHppHWnH/NYr41ZgkWmHe+P5VmgpyKZMRiViYgsxOmXfaq19VhuJPDkvaqQ1K5nyljKz9/rjOztWENl+V4feZwmPlbbQ/FBvhmegJDXU1nEkYjoqpMVr17yK8hJCOLAWtfR13EyoKcN1imY9wqSF9H2xJDnIGr3kddyvHqy4nHMU311ayw3e6oky43aAJm/T51+RLZ0n34g6e66Zsvqpnoi2VEv9wDyzVCAkI8gGw1G0nFzOIeZaH/2FasMyCtVGqgg8cqNXqnJXPNsi4QLap+F9yodQjWAgJySzTrMywXID3htYLf40OreGfTxbIleHbOCGx12co8h3w5fwSIfQbRJbIlEkuu6el9pG19bul/b8frQer0JqceLmmvjBxEJI9HpjPdsWlpZtudMymsr5gb6yo+Wb3wlKyN4ZpCvd2n30fyeQ73sGX5+vXT/K+aZV54qVJ1na4zsdMateYT095hvxl6KD0IoQMiHEUWEyXqkY6ZttjKyqOXxys3YEF2TaM69VQeC5WxYkX+tPu0eIjS0a9ZJwwrhWEkfBRHQ8pBX9zwQJ7Equpbwc/3yr5h7r5w9GaCpnnbNgtRXDVgQQnJQgJCPokt0cIOZJ3Ies6cUY1qkX6JTg0xZVhnjCY1VbiScMg7PShCB5qXpPEnxxJikcnrRzarXdEx+fv1bjjkPRJR6J3ldzyb7enW/ZV459OzRgiYo3FcI+Q8UIORjWLGwoxvMERHQw7j7Q3t1wTsV8JzOrCNu1d1FJKxGO2air54wiE5Y0HoqY3hFJLtjHiNO7QpRN47tra9eAW2GCl2ZvvPVo6jeJ9bR7GtgmtBDTlYJIX+HAoS8npWbFrLB7H6N4C1oEUJNfGRfuameTlnOoSwrG81GI/DWs8vrnuOXjRZrzpX3XJXXnLy6nuKpV3wsG1a2yZ9XTtiiduw41Vl9mpbBGs9o3uuKT0Zmx8EJc4uQLvgtWOS1rNykKu+hc2P4C9l+yIZsOedW+ZX2jhxS6xUjb6xF4gGp16tHa0vEJut5xrI0VkTTI1Y5ucgaYY3Vii1a21knIqW6fuy/kbF32hoVjbWnTpa9U8XMvJHzsOM5eNpOPgWegJBXsXMzRaPY5O/IDTLzmhLKzCmIVb92HX3Pe2ZcZk4OtNOazOsf2VfBsq92ebZ6SGHV5aghEXV5sjRe70SKSusk0Kz3Byv/DQ5qxkZ0DnbZkhEfaECj6yTuDX1LCApPQMjRPPVubcUB46aAg/TrzuioFqlEhFQGWWbG0UYcnSgtcrqEvAqWBRVV3cI+ikhn8lXrq5RniqAfkVD+7ZTzS1kPULEnLdIK9iDCzVsT0PwddjP4RT4JnoCQY3lysUUixasjc28FdVLRE4XVaK8rRU685xhVIqURmghCnHbtmTKvV1XHNXrSMqZdLT7uuu778tqK+iqo4+oSZf/ky1y9niKvD2bLk3kiZz9zWqmVPZ5WIONHnkZGzzFz8kvxQT4NChByHCc49d4rOhQeGNIJlacLnoOaTVONOo7ly0h8ZwRZllcVJJp9moCaPbXx2hYpW2tXL+3ueZQRj0/y+8+/0mLDK2uF8Fpdh0YkBCwbvP715k5WCMkyrXIiwbOjLQl5Cr6CRY7hNKce2Vy0DeUU+3eiCQ3rd9TRi4RFhHVaUS0HsQ2pb0bAIg5UBHoCovWTJc5m6j3lNGJFn8zYc12XLj6GazOv/cyuVSvXumxfzDrx0YlKZAty6hntFVpd37qfkO+AJyDkCE5baL1I/W1n1RH7BDLRb/l7dIoUOR9Z0YeeDHinHwho1H/1mLGcmsgWxEFC5qh1eiRfRVlx4jBTHhrV7qqvxE+fYDv9JDdzConOfw2tDdBrEd5JpXWqUq2LkLdBAUIe5zTxcYM4ihUH7ZOxXru6f9fSj1TaEHFkLecy6uOMk5x5zSoSt5JZh6TqNMn6vTTymWTbWSdjp80bVIAut/tH1Hf98b9rXfUirxtprD79GMfMeL06DzLzyno2q62ywYbsvkLIp0IBQohC5DhbTva3RK7QV4wsrNcPZhxs5JUTtI4xTeY1EM8xl+Whr0JlbJBkhJf36tgoLqwTwEi0ePZ0sFPI7BYfN6vqjF4F8q53gozB0ZYZO6p9iJwwRmvhp+8PhCBQgJA20GiuzHPyYmxFbbWI2enPshrNubVeS1rhiGpOclSHFe2v2qO9XpYRZpp92fTaPERPfCy8Uw0knWbnnb6j7zvn3uPz+Ee/9ss3YS3Cc7CfaBcpOuS9zn6/rtyradG8qs43Qr4BChACUTk2/pTFN9pkKD7+Dio80bSV+jUhkKGjP7UTgsxpivb7Xa6VXjvpQAQDYoesJxJ0b50PyOnn1mf7mcs+Y69c+3a9ejVei+ybeS3LCh5lBXLG7rfOC0K64bdgkcc50XmP3vPlBtPDir73XoWy0t/30ddMLGfJcmqyTpIndivPkKk/Ezh44hWYVeVYZV/X/IkNnO8n+DtZ5033q26ryrxBTgu907dsvdm5ni3/hnsDIX9BAUKO4EQRcl3661VHRUdfyuooedYJz75+4QmQ8feqA5LJhzxXpm6tfmnL7Dh/g/iQ9VxXfbw+IUDuem9WC4bZ8jTx7AkTRIwjdWbsI4T0QQFCjoGL/Hewo59nXr2q5BvzeqAnEFYEOBIZaB1R/Ui9s+W/SYDM1gXl/RF5rp52WilCOl65s4I72ueJKid5XYEi7k+E9MLPgJBj4GcpPp8upyWqo1L27GeW5Ct6K07IrFcBpQM3g1b+ihOL1W3RScfzu/b9/Hqp+vreE3QJM/n7OJ6z7aCNs5m2PLn9CXkjFCDkKChCPpuV/bsq0lupX/t7vO7Zh7z/7tX9Bof1uubGgpYv86qdzLODlBP8Y+cL8yr1dgtJWW6FyJbx/mxdSH2EkL3wFSxyJG9xosh+sh+SXu14RJ8fsSL1VbSyV82X1a9LrfpQN1ru6g8he2X8r+5LlP2DlXdd9c/1dPbnyteZusYfxQch58ETEHIkHREvUifrIIx0bfTIB6G9v6MyOtHGa8Z50t55t1j9GY0VWOOp4sBGfZop78nXnH7/+Vf5Q+aVU5HONdU6nbBsqAqArtf1CCHnQQFCjgXdMLkx9VBxBK2orvzbjP5OvDt+5z9NqMoPzWofKkecNu3ZdjrMu5zyjAiJ3ufvcHTl38ue/we85lD9DEz3c3ntJU9KKnXPnmSuPCWcheKKfCsUIORodh7TkxrZzzpkPxTqiRzNufdsWoH1YVntGvL3KSccXeKuy8GyPrDc2df/O5X4+e/f19//XspkHcipyOrPUkihMdrQISJmePK0y+K04AkhO6EAIa/nxI3lrVQ3xKozmOk77TQAOWF4EqRdPAGXud5Nl3CIypitp/V07Se4bt2fraer3P/y9Ktl0St3u22SNlzXcycP1qkmId8GBQj5GJ7eWD4B1Flc8QpH5HBLp+oEgTEy+1mPrGha/frVKXMo67Audb5/jN+rZSym+5QIHRee0DhlXK1YxyKeFl+EnAQFCPk4nthY3k702Q3rfXsr/f07+jqR7C/tb1lP5lRh5XjoKBsVHztE1+654zmrMw5bWoj8KH/La1r6//4fqkcp78/rj79e+Zpsd+/kYbRxB28ICO3cKyg+CPk7FCDkI3n6FZw3bTLaZzKu61cHIvoQtdXeK5wqaZP1elaXDR7IqZH2u1deZPubxheC56xueff/x8j8E9wf7v3tGS7xDPdnSZS8Y9oZJzXrSK9Of3PCa1ceqH2zfVPNS8inQgFCPpYnF/u3bTiomPCoRBOjdvLKk6+DRTbvEiQoljB5Ujg/Ha1e6aymTkR+9L81cSHTmPejOi5fiHlU+w2dE12f03l6fFnIz5NF6TKndm/bCwjZBQUIIQt4y+Yza1/XKwya0+2VW3kF6ylmHcNdr11d1xnjFHUGZ8q/ruGZpWD40fP9Yo+RDiLIu/rVIM1ptsRIpx3Rcz35wfBIJN3XvKCH9/mulZwq7AjxoAAhZCFvEyIVvI04KttzROTf3mdCog34SQFSxYqsdnOa87Jrrvyv/J84rdpGP+L/Wr5LOTEB6rsu/PnR/svMw5V9YImQE8THdf0qMDw7LaEhhcjuz6CdNqcJ0fjHdV3/ftoIQr6FEzeGaAOzNmNLFFwX9spF5p71upUXjfSundYHkqcF01Pts71vfoK/J8r68/LnSycZAb7j1a5s2bv73RMYmn333yPaPe9a90nxaUKOkCw8ASFkI29xgCXyxEFeH5n5HEmHXZpAkenfwGw7ZseYdAgrZXw1P3//8/dr3xdheOvKieLjtmX3OLufCVmHvZMQeaphvbLlrUtV262/rWuEnAoFCCGbOVGEVF+TeuqViRVp30bkbM70z5NCxIs0Z8tx8/4EfzfgndCtrOst7BxnUkwgdVn9lnm1ShMq2efV6rFOggl5CxQghDzASRuG5cgiDlMkXKIyvPvWvR3O3KlE40WL0iL5ovJ2Ooja79m60+Lj5VhtNHP6cf9/1xq1ck1ETg+0PKNd1mdFLBHgjdvsGmbZ+tQrbIR0QAFCyEOcJEIkiE3R+9NIHVa0W3t/OlP2J5IdJ2PbzY6zp4TIkrp/wGsNdIxV77NN6BpSabNdfS5PCDrXRG3dQAMj1hjURMhYJir6rFe7ZBqEk/cSQiz4IXRCHuat79t7dqMf8ryxPu8gN35U2GhlaWlORT5vh71IWagT0z1mkfGC1n3Cq1eS6kmEVg4qDKp95H2WpHPeIOtHJ+gYy9z3yszOpZuZk5ps3YQ8CU9ACHmYU4/RI6dJvoLgpbXQxEIkIKyN9ltPRlA6I9qdZWnvyFfrzoqPP68//vOvkS+edzJSPtteY5lemkrZ3us+XWtUVM5sXdrY0E4pKqJBO4HSykQDCN76L/vYWy8zz0DICVCAEHIIpx2jy1d4rPsybaZ87VUr5PUI7+9PYdXJmBSOpwiR5XX/NJTRQOSYRicQ0StLXactFdsR0DWuuh5apxFjufJaxi5Zhncagp7ajmV6dY3/t57xlP2DkAgKEEIO4jQRcqNtspEo0f62yAqXMV9mkz+dXc+BRIOz5Y1loeV1jHXoBPHHv7bzFFLOIUtsjLZ5pyfe9YpdETNtlc1TETzaeiADHNXxitY72twh2m48cXXankEIwr/5wx/+nPXz588fj9vwtC1jvffv0hZ5Xcsj0yPPg6Zb+by76r/r6q4zKm/F85nP8SN+Huh7Wa41pr0xsaofq8+byTfbpvL5xueUv3tt6KXteH6vz2bGVmdZ/OHPCT88ASHkQDqjZh2cZIvEihZbZF+z2M3utpYR4676V0SZ0TrHen+/RJ0/eBmriF6jGm2p9McTY8eqc8V4UvvZOCnSXhXVyqnaFJVj2VLl5LWYkAz8FixCDufpV7Lka067bNn5WpXl0Gis6A/ttZAn+hx5ra5arhQ6W57vB7y2Ae81qvG+vHZdcVtpIhzJZ9VbwbK/s5+98jLrVKddyHN31BeNH0LeBk9ACDmcU05DTvmsxQrnf/z/k5zSz6Mt3e/J32U+8qw/+6qy8D5srEXzI7T+2fmZlrHuiv0IyFhB6+xuE63eVWs2xQf5NB5/D4w//OEP9vPEO79PvWe86x1n693y6P3uFe379Hvd1jOv+HyB9v5+68/PBX/u46m2nU2L9El0r7Ptuz5bUW236JlWzl9rPHfXyc998OdTfngCQsiLOOU0ZDUnPOPuzwLsrDdD9C1NXrpM+a2vZ/3MZX+SmZMPDWvNWPl6VNcJSKUM77Mi3c871mc9c/d8Pm19IKQKBQghL+OEzwpkOeH1ptOwPkz7BrQxOPu5g8zncNL89BQzA/qB5fv/SLq7XKTusdzusWb154zTPysYrA+ld2CV9y0BIkI6oAAh5KVokeNVdNWR+WDoaQ75infaO54RKWOVM6SNQWlPpe4pkf0T/H0oSMR+tm0zn5NAyo/SVZ3/kz+0HZVH4UEIBgUIIS/nic0dqeNmjAqeHh184rUrq61QMt+QtArPUZ7p87QQ+UlX8TjWs2kf6pb3K0RO+XjPa3d0Hal8oL7z1a3OU4lVooaQb4Rfw0vIl7Fz85x1fp/6HMZMumw5lnO04sQFoesZx7K6PjPiOpI/Sgbt2iasNq98LqFLfGhlIqcuHWMzEgFdpx6r60DrIoTEPP5JeP7whz+f+ZP5VhyZZte3vVRs66pr9zf2IPZ5NnW051hHtR41/8/ff576tiC0T1H7Otprts8rdmfGR8dzIeOuq65u2/nDn2/84StYhJBlMDr4PnZ8yYH2Wp6sP8p/8z87r+HaVS87Q/Vkp3rysZLKN2lV65Efhl/5bVmyju5XqLjGEVKDAoQQQh7g9Fc4KkIkcuyk46nVk22X33/+9curVqgzioK8TpUpq/K5nRXCEP28h6x/5put7rJ2iQ/v26pOnXuEfAMUIISQrwV1Bmc+hCudSe/vEx2iFY7vWKb1eZEVAq3zm+Oy3xCFPk90atMhBLT8aLmd32zVNZbQz7No+U6cc4R8AxQghJDlZF+reQuII6s5RZpzevrzR440evqBlqu9ovW3/P9WKvm/C/rgeUfUHemz6JustHJRO6unCMhJR0caWecK8eGBrjlvmHuEfCqPfxCFP/zhD3/kz+oPd6If7rU+OC4/1Ip+mB39MPFTH0LPth+S1/vgMdJ+v/SV99/D7RV9CD26V/mwOZp+Vbm7yonKrtZTaXP+8Ic/cz/8Gl5CyJHs/ADuddn/1kGULvMKVefnKVZQfbVmJHMyIj+DANWN7Fj/ANI0kXkG7/RopPrZEivvzOtsXZ/52MVTz0oIycFXsAghx7L6FQnLedQcQu31qd0i6UQsZzrzCgyaHg6X/fvaJkIqr0LJsSTLq9oxli3rqlKZg08Ij5vdz0oIqUEBQggh/6X6OYYMn+7cVD60/vY2yZzi3E5ux6mHxShwOj/oferJXSed39BFCLGhACGEHM2O04+7Hs0x1PJV7Pq20xJEiKw+3bLqtdJm0T5Yjb6G5ZUzQ+c3fclyozZ9u/i4edOXQxDyVihACCHkwh226NUrzWn5NvExojnET3wmIAMqWqyyM3WuaIvxBKTTifZE5SeOcb6SRcg6KEAIIccSOTUzH4613pOPPuMhHenx7yj9N6M5qysdu46yPeezQ2SuFB9j+d1OtCz3k510vpJFyBooQAghx+J9wLnq2KNRayudrPvTo8ArKJ+KgN/b+Of//XFdP3MOY9a59l5Luu+vPAXynORVTvSni48bvpJFSD8UIISQV+CdLmSdguhVkqqoQE5EyF9Uvq3pz//74/r9/znp/nFdv1/5D8KPdox5Or50APls0QzZD793OdHf5pB/i+AiZAf8d0AIIUdivRalpYvQHF3LkVjhKFYiqE84Ok87V9EJwd/s03Yu46t30ZOHHR+KR+zI2FOxeeaLFPhK0rNfM0zIp0ABQgg5li6HMPPNQ96/B4Lkl3VWovzZtF2cIEAs0RkJxky7aul3PHvlFaxVXw09+21udL6fny+EvJnfnjaAEEJW8/vPv/72Sg2dhvO5+yl6bSj7tbOy3KdA6pYnDvLejAPMOTDPzGfRCPl2+BkQQsjHU42Sj2ScDUaJ81jOdOYD4JkThtUiJBIH1muAmuhY9Q1i2c80MOL/K3wljZAaFCCEkI+m4jRpDm33t26Rv+hybLOO+tPOo1Z/9PmkbjvRb+ei+LDht2QRkoevYBFCyMBsZFxzKMfXvihI9oC+arXTYYxOeMbXqtCvhe6yi+NzHooPQnB4AkIIIQqrnInKq1xj3k9jR9QYfR0LSbsC6yTkZldkXfvMDV8vIoSsgAKEEEKaQJ216jcwfdorHju+9hYtv+s1muoJglX/7j6n8CCE7IAChBBCyP/4BJEz++1QHd8uNSNEKl/X283bxwAh5GwoQAghpIFPiRjveh1pldDpKLfSBl69WTHCz2MQQj4dChBCCNnM6Y7l6tdwThIf0TOi/xq5VZb2ShWKJYQq4+ftwpgQ8llQgBBCyCQZR/108TFS+fc1nqJL1MhnHb9FS/vszphO/h6diqD/xon8Jq/o8yrWvy+iPQMhhDwBBQghhGzkZAfQ+vxD5z+E1/Eh7+qH+JGyb7TPYljfDpX5tzyqdJR58tgjhHwXFCCEEDLBt0WWZ1/PmvmMifw3Mjodfevf3RjLtv59jk6BptllCRtPMHpf60sIIU9DAUIIIS8h82+IrKYjEo8665Yz3fWVudYrVNY/HOi9ktXp6CPiwrKnq40IIWQFFCCEEFLkqdOP1fXtei5EiHgO9Ow3dmmfr0DKQ05CMuVl81ivyEWvzxFCyClQgBBCPpYd/9DdE+Wujmrv/vC5JUSQ5+yI9FeEzPj6EyKS0PGy+zkIIeQJ/nFd17+fNoIQQjSqztgprylVQL9Ja4eDaX3oeke9lbpmbJwda2heT9TxdSlCyLfAExBCyMfQ4SSj/+6D93kML/8bnMzoMwXyXnfdMycA1TKqH2ifbZc3fMUxIYR0QwFCCPkIdp4KjP//NKJ2XCVEOsurvoo0861aqPgZbePrUoSQb4UChBDyet5wqnCz4t+I6CJjV6cQWdEe1dOQrg+2I/lPHAOEELKD3542gBBCNFDH8Sln/tOcx5nIf/aD1h31olS+ulh+vW2lTkIIITY8ASGEvJInXl/peu3qJAe1qx0rJyKnv8Y2+0pW1BannoQRQshqKEAIIa/jScctcrRPd6pHVrUj8iF+JF0XHZ/tqNZ7XfGXFhBCyLdBAUIIeRzLMat8y9QqpC1vj1yv+Fe7rwsTH0+9Mvd03fJ3Qgj5VihACCGPMvPvKOzm7aLjZoX46PyXvlfxlAih+CCEkL/DD6ETQh7jdgZPd+w1p/GNjuT9QfEnxcfY30+04W4RIMf46WOdEEJ2wBMQQsh23vrvH0jHVfuXwk9lReR/5l8Pf7Lvd52EeK8Qnj5eCCFkJRQghJBHmP3XrnehiSXtQ8UnC5GVHzavfOvVKcJzpT2nf400IYQ8CQUIIYQYWA7qG16n0cTRCtB/8O8kR1va0mkb8tW7hBDy7VCAEEK2cpIj+smc9AHvk/pcEwBdr2RlRNhoxy6xSAghp0ABQgghCqe9LvQGrK+bPaUNPYGw2t6obkII+SYoQAgh2zgpEk7WgL6StRvEnhnbvTzWaQchhHwr/7iu699PG0EI+Q5Oc0otZp3Elc/4ljY8iW5BIdNdF/4hfO0VLPYnIeTb4AkIIYQYVL9ilpzBzCtVyOdCKv8GCnKNEEI+HQoQQsgW3hK5P+1zC2SOmX70PhcyO545vggh3wwFCCGEkI+kw8mXr0zt+kcMCSHkk6EAIYR8FW9+RYqO73Oc+uF6Qgh5K//mD3/4w5+VP3/+/PG4DYgt470/f/4o273ieU9qw2//YV/whz/84c/cz28XIYSQX05GToly//nzB6PuhzF+NoQQQkgevoJFCFnKSc5zZEuHnZ2O6UltR/7Oif/QIiGEvAUKEELI1+OJhoqg6BIydGzP5hYh7CtCCMlBAUII+Xos57H674B0nILQoX0HfB2LEELyUIAQQr6CXVFqCofvg1/NSwghOShACCHLQJwyRo/JJ0ARQgghOBQghJClRAKDDhshhBDyXfzj+s/38RJCCCFkEp6CEEJIDP8dEEIIIYQQQsg2KEAIIYSQJvitWIQQEsNXsAghhJBm+I8UEkKIDQUIIYQQsgh+JoQQQn6Fr2ARQgghi+ArWYQQ8is8ASGEEEIWw1eyCCHkLyhACCGEkE3wlSxCCOErWIQQQsg2+EoWIYTwBIQQQgjZDl/JIoR8MxQghBBCyEPwlSxCyDdCAUIIIYQ8CE9DCCHfBgUIIYQQcgAUIoSQb4EChBBCCDkIvpZFCPl0KEAIIYSQw+BpCCHkk6EAIYQQQg6FQoQQ8olQgBBCCCGHQyFCCPkkKEAIIYSQl8DPhxBCPgEKEEIIIeRF8DSEEPJ2KEAIIYSQF0IhQgh5KxQghBBCyIvha1mEkLdBAUIIIYS8HJ6GEELeBAUIIYQQ8iFQiBBC3gAFCCGEEPJhUIgQQk6GAoQQQgj5UPj5EELIiVCAEEIIIR8MT0MIIadBAUIIIYR8ARQihJBToAAhhBBCvgi+lkUIeZr/Dza+m/1fS8guAAAAAElFTkSuQmCC\n",
      "text/html": [
       "<img style=\"margin: auto; border:1px solid\" src=''/>"
      ],
      "text/plain": [
       "<xarray.Image (y: 600, x: 800)>\n",
       "array([[4278190080, 4278190080, 4278190080, ..., 4278190080, 4278190080,\n",
       "        4278190080],\n",
       "       [4278190080, 4278190080, 4278190080, ..., 4278190080, 4278190080,\n",
       "        4278190080],\n",
       "       [4278190080, 4278190080, 4278190080, ..., 4278190080, 4278190080,\n",
       "        4278190080],\n",
       "       ...,\n",
       "       [4278190080, 4278190080, 4278190080, ..., 4278190080, 4278190080,\n",
       "        4278190080],\n",
       "       [4278190080, 4278190080, 4278190080, ..., 4278190080, 4278190080,\n",
       "        4278190080],\n",
       "       [4278190080, 4278190080, 4278190080, ..., 4278190080, 4278190080,\n",
       "        4278190080]], dtype=uint32)\n",
       "Coordinates:\n",
       "  * x        (x) float64 -98.17 -98.17 -98.17 -98.17 ... -97.37 -97.37 -97.37\n",
       "  * y        (y) float64 30.0 30.0 30.0 30.0 30.0 ... 30.65 30.65 30.65 30.65"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# find the path from start to goal, \n",
    "# barriers are uncrossable cells. In this case, they are cells with a value of 0\n",
    "\n",
    "path_agg = a_star_search(street_agg, start, goal, barriers=[0], snap_start=True, snap_goal=True)\n",
    "\n",
    "path_shaded = dynspread(shade(path_agg, cmap=['green']))\n",
    "set_background(stack(street_shaded, path_shaded, location_shaded), 'black')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
